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trace1.txt
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trace1.txt
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Pool size: 10
Fitness function: TrailError*3.5+ValidationError*6.5
Crossover: Diagonal MultiParent Crossover
Mutations: Few elements in the vector will be increased or decreased by 30%,of its value
Now the Genetic Algorithm Starts:
Initial Population along with their Train and Validation errors:
[-1.00000000e+01 2.40317450e-02 -6.21194106e+00 4.93390314e-02
3.81084816e-02 8.13236610e-05 -6.01876916e-05 -1.25158557e-07
3.48409638e-08 4.16149250e-11 -6.73242018e-12]
Train Error: 82456.35758419357
Validation Error: 3631581.6533513004
[-1.00000000e+01 1.05705041e+00 -6.65404186e+00 5.15731208e-02
3.85100016e-02 7.90794445e-05 -6.01750000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 1723971.277386027
Validation Error: 741157.5001172518
[-1.00000000e+01 1.05705041e+00 -6.73504186e+00 7.35731208e-02
3.85600016e-02 7.30894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 701763.2382854854
Validation Error: 756713.7233076007
[-1.00000000e+01 1.05705041e+00 -6.73104186e+00 7.25731208e-02
3.85800016e-02 7.31894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-1.00000000e+01 1.05705041e+00 -6.65404186e+00 5.15731208e-02
3.85900016e-02 8.27794445e-05 -6.02000000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 1243486.2414562474
Validation Error: 737469.4581197482
[-1.00000000e+01 1.05705041e+00 -6.73104186e+00 7.19731208e-02
3.86000016e-02 7.45094445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 735528.6374077105
Validation Error: 755863.1572085576
[-1.00000000e+01 1.05705041e+00 -6.35404186e+00 6.35731208e-02
3.85099016e-02 7.60894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 1267530.8483260022
Validation Error: 618861.4821277583
[-1.00000000e+01 1.05705041e+00 -6.35404186e+00 6.95731208e-02
3.85099016e-02 7.60894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 970788.4986717453
Validation Error: 853944.4805857902
[-1.00000000e+01 1.05705041e+00 -6.49404186e+00 6.35731208e-02
3.85300016e-02 7.63894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 1062396.3628032475
Validation Error: 655644.7029477856
[-1.00000000e+01 1.05705041e+00 -6.75404186e+00 5.14731208e-02
3.85100016e-02 8.35794445e-05 -6.02000000e-05 -1.29198557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
Train Error: 756512.3089004863
Validation Error: 936956.0600117143
After applying the fitness function,the vectors selected for crossover are:
[-1.00000000e+01 1.05705041e+00 -6.73104186e+00 7.25731208e-02
3.85800016e-02 7.31894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
[-1.00000000e+01 1.05705041e+00 -6.73504186e+00 7.35731208e-02
3.85600016e-02 7.30894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
[-1.00000000e+01 1.05705041e+00 -6.73104186e+00 7.19731208e-02
3.86000016e-02 7.45094445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
[-1.00000000e+01 1.05705041e+00 -6.49404186e+00 6.35731208e-02
3.85300016e-02 7.63894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
[-1.00000000e+01 1.05705041e+00 -6.35404186e+00 6.35731208e-02
3.85099016e-02 7.60894445e-05 -6.02409000e-05 -1.29098557e-07
3.48800638e-08 4.15149250e-11 -6.73010018e-12]
The vectors obtained after performing the crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.308944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.494041856345227, 0.06357312083817485, 0.03853000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03853000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.494041856345227, 0.06357312083817485, 0.03850990157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07257312083817485, 0.03858000157715883, 7.308944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.087711643986421e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 7.450944449494161e-05, -6.02409e-05, 9.999999843759374, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999992514]
[-10.0, 1.0570504140406405, -6.494041856345227, 0.06357312083817485, 0.03853000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.5589483005090204e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03853000157715883, 7.608944449494162e-05, 9.999924985730054, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.494041856345227, 0.06357312083817485, 0.03850990157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07257312083817485, 0.03858000157715883, 7.308944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 1 along with the Train and Validation errors are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10.0, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.087711643986421e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 982157.5739580868
Validation Error: 677734.1597260132
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 7.450944449494161e-05, -6.02409e-05, 9.999999843759374, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999992514]
Train Error: 5.665017991838822e+34
Validation Error: 7.839371639061869e+34
[-10.0, 1.0570504140406405, -6.494041856345227, 0.06357312083817485, 0.03853000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.5589483005090204e-11, -6.730100176902565e-12]
Train Error: 2937777.236058637
Validation Error: 8000374.323173647
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1267530.8483260022
Validation Error: 618861.4821277583
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 590491.4825068429
Validation Error: 893547.8719766492
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03853000157715883, 7.608944449494162e-05, 9.999924985730054, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2.655518036152318e+21
Validation Error: 3.64258113912975e+21
[-10, 1.0570504140406405, -6.494041856345227, 0.06357312083817485, 0.03850990157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1565632.2756256023
Validation Error: 727060.7546065743
[-10, 1.0570504140406405, -6.354041856345227, 0.07257312083817485, 0.03858000157715883, 7.308944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1403922.23585353
Validation Error: 669741.3754712008
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.087711643986421e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.087711643986421e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03850990157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.087711643986421e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.087711643986421e-05, 9.999951424441234, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, 9.99994499660389, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03850990157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.0295017652138015e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.087711643986421e-05, 9.999931689520318, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 2 along with the Train and Validation errors are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10.0, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.087711643986421e-05, 9.999951424441234, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2.6555320821972237e+21
Validation Error: 3.64260041304485e+21
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 590491.4825068429
Validation Error: 893547.8719766492
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1267530.8483260022
Validation Error: 618861.4821277583
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, 9.99994499660389, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2.6555286750925454e+21
Validation Error: 3.6425957444764057e+21
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 518624.95378874463
Validation Error: 1133940.7178358338
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03850990157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.0295017652138015e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2519466340.4424887
Validation Error: 3573807482.265831
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1517279.5914810777
Validation Error: 676406.4736996584
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.087711643986421e-05, 9.999931689520318, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2.6555216052951686e+21
Validation Error: 3.642586040439283e+21
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03850990157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, 9.999999874292445, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 9.389117107193175e-05, -6.02409e-05, 9.999999841583696, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 5.378892126952159e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03850990157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999993317]
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999993456]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 3 along with the Train and Validation errors are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.450944449494161e-05, -6.02409e-05, 9.999999874292445, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 5.655698565731852e+24
Validation Error: 7.756828726961029e+24
[-10.0, 1.0570504140406405, -6.354041856345227, 0.06357312083817485, 0.03850990157715883, 9.389117107193175e-05, -6.02409e-05, 9.999999841583696, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 5.655698536655095e+24
Validation Error: 7.756828687547672e+24
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 518624.95378874463
Validation Error: 1133940.7178358338
[-10, 1.0570504140406405, -6.731041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 5.378892126952159e-11, -6.730100176902565e-12]
Train Error: 38268300.74460068
Validation Error: 67010150.359037854
[-10, 1.0570504140406405, -6.731041856345227, 0.06357312083817485, 0.03850990157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999993317]
Train Error: 5.664992909076745e+34
Validation Error: 7.839362438272246e+34
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1314506.6218532322
Validation Error: 1141155.0678782295
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999993456]
Train Error: 5.664992909076909e+34
Validation Error: 7.8393624382724745e+34
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 660992.9494305099
Validation Error: 814766.5528597487
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999995117]
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, 9.999932540918193, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 5.461828032316431e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999991694]
[-10, 1.0570504140406405, -6.735041856345227, 0.08960717258908789, 0.03860000157715883, 6.722211658411778e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.354041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 4 along with the Train and Validation errors are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 660992.9494305099
Validation Error: 814766.5528597487
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999995117]
Train Error: 5.664992909078793e+34
Validation Error: 7.839362438275081e+34
[-10, 1.0570504140406405, -6.354041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1314506.6218532322
Validation Error: 1141155.0678782295
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 570758.7925853695
Validation Error: 1082715.043531567
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.608944449494162e-05, 9.999932540918193, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2.6555220711405964e+21
Validation Error: 3.6425866857238506e+21
[-10, 1.0570504140406405, -6.735041856345227, 0.07357312083817485, 0.03856000157715883, 5.461828032316431e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999991694]
Train Error: 5.664992909074893e+34
Validation Error: 7.839362438269696e+34
[-10, 1.0570504140406405, -6.735041856345227, 0.08960717258908789, 0.03860000157715883, 6.722211658411778e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 740554.3530298745
Validation Error: 749260.6221580202
[-10, 1.0570504140406405, -6.354041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1283160.4495961778
Validation Error: 863812.3015785621
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.08960717258908789, 0.03860000157715883, 6.722211658411778e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.08960717258908789, 0.03860000157715883, 6.722211658411778e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.08960717258908789, 0.03860000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 6.722211658411778e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.08960717258908789, 0.03860000157715883, 5.352161247497444e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 2.9725058181672024e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.08960717258908789, 0.03860000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.418810649750118e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.1056306592826777, 3.567795058426844, 0.07257312083817485, 0.03858000157715883, 6.722211658411778e-05, 9.999943120581687, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 5 along with the Train and Validation errors are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.08960717258908789, 0.03860000157715883, 5.352161247497444e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 3780593.3655774593
Validation Error: 1988257.5261533775
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 2.9725058181672024e-11, -6.730100176902565e-12]
Train Error: 41283323.08988957
Validation Error: 43365951.19400612
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 570758.7925853695
Validation Error: 1082715.043531567
[-10, 1.0570504140406405, -6.731041856345227, 0.08960717258908789, 0.03860000157715883, 7.450944449494161e-05, -6.02409e-05, -1.290985565299179e-07, 3.418810649750118e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 48446825.79783484
Validation Error: 82728547.59940317
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 566454.9709814194
Validation Error: 1084332.1837833023
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 780609.5497324478
Validation Error: 698466.3529314079
[-10, 1.1056306592826777, 3.567795058426844, 0.07257312083817485, 0.03858000157715883, 6.722211658411778e-05, 9.999943120581687, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2.655528923435149e+21
Validation Error: 3.642596063781695e+21
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.217597850609013e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 3.785530721822653e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.99999999999186]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, 9.999931046689104, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 6 along with the Train and Validation errors are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 780609.5497324478
Validation Error: 698466.3529314079
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 566454.9709814194
Validation Error: 1084332.1837833023
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 570758.7925853695
Validation Error: 1082715.043531567
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.217597850609013e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 3.785530721822653e-11, -6.730100176902565e-12]
Train Error: 6860246.247697023
Validation Error: 4537601.700115488
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.99999999999186]
Train Error: 5.664992909075108e+34
Validation Error: 7.839362438269982e+34
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 780609.5497324478
Validation Error: 698466.3529314079
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, 9.999931046689104, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 2.6555212678754625e+21
Validation Error: 3.642585580763688e+21
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 3.4724514726771e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, 9.999999883750137, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0860417859338387, -6.735041856345227, 0.08014184163463715, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 7 along with the Train and Validation errors are:
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 780609.5497324478
Validation Error: 698466.3529314079
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 776767.3037102867
Validation Error: 698784.1337246393
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 3.4724514726771e-11, -6.730100176902565e-12]
Train Error: 13850935.732417515
Validation Error: 11532298.088457279
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, 9.999999883750137, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 5.655698577091521e+24
Validation Error: 7.756828742590574e+24
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 566454.9709814194
Validation Error: 1084332.1837833023
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.638944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 624963.3310252073
Validation Error: 1017352.6584743003
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 858486.7196432322
Validation Error: 648873.7246116623
[-10, 1.0860417859338387, -6.735041856345227, 0.08014184163463715, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 591632.1064892048
Validation Error: 1088748.677411811
After applying the fitness function,the vectors selected for crossover are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, 4.580053132094411, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, 9.999999890695682, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.99999999999396]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, 9.999999883249497, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 8 along with the Train and Validation errors are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 858486.7196432322
Validation Error: 648873.7246116623
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 776767.3037102867
Validation Error: 698784.1337246393
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, 4.580053132094411, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, 9.999999890695682, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 5.655698590415945e+24
Validation Error: 7.756828776740966e+24
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 780609.5497324478
Validation Error: 698466.3529314079
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.99999999999396]
Train Error: 5.664992909077482e+34
Validation Error: 7.839362438273269e+34
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, 9.999999883249497, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 5.655698574965655e+24
Validation Error: 7.756828739646908e+24
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 858486.7196432322
Validation Error: 648873.7246116623
After applying the fitness function,the vectors selected for crossover are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, 1.9871484749854247, 0.07257312083817485, 0.03858000157715883, 7.956588059629624e-05, -6.02409e-05, 9.999999863344678, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 9.36491416506528e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999991903]
[-10, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 7.697778478652199e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 9 along with the Train and Validation errors are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 858486.7196432322
Validation Error: 648873.7246116623
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 858486.7196432322
Validation Error: 648873.7246116623
[-10, 1.2480504351595891, 1.9871484749854247, 0.07257312083817485, 0.03858000157715883, 7.956588059629624e-05, -6.02409e-05, 9.999999863344678, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 5.655698561272199e+24
Validation Error: 7.756828733126198e+24
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 9.36491416506528e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 3816210.6436378034
Validation Error: 9105064.00706115
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 780609.5497324478
Validation Error: 698466.3529314079
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 776767.3037102867
Validation Error: 698784.1337246393
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, 9.999999999991903]
Train Error: 5.6649929090751525e+34
Validation Error: 7.839362438270044e+34
[-10, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 7.697778478652199e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 614945.8548511739
Validation Error: 1122767.3592799827
After applying the fitness function,the vectors selected for crossover are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing the crossover are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
The vectors obtained after performing Mutation are:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, 9.999999906238834, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 5.4763618210967624e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.012661939031212e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
[-10, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 9.296813447019382e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
============================================================================================
============================================================================================
Now the iterations are completed(i.e 10 iterations are completed), and below are the resulted vectors along with Train and Validation errors:
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 858486.7196432322
Validation Error: 648873.7246116623
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 858486.7196432322
Validation Error: 648873.7246116623
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, 9.999999906238834, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 5.655698600969808e+24
Validation Error: 7.756828775311778e+24
[-10.0, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.735041856345227, 0.07197312083817485, 0.03860000157715883, 5.4763618210967624e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 7225453.534790811
Validation Error: 5410749.7936763
[-10, 1.0570504140406405, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 780609.5497324478
Validation Error: 698466.3529314079
[-10, 1.2480504351595891, -6.735041856345227, 0.07257312083817485, 0.03858000157715883, 7.012661939031212e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 1219980.8411051168
Validation Error: 656076.734645672
[-10, 1.0570504140406405, -6.731041856345227, 0.07257312083817485, 0.03858000157715883, 7.318944449494162e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 784683.7267354074
Validation Error: 695159.6480639989
[-10, 1.0570504140406405, -6.731041856345227, 0.07197312083817485, 0.03860000157715883, 9.296813447019382e-05, -6.02409e-05, -1.290985565299179e-07, 3.488006383229681e-08, 4.1514924993407106e-11, -6.730100176902565e-12]
Train Error: 3553967.394290297
Validation Error: 8598521.080241103