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Add Isolation Forrest Conversion to TreeExplainer #193

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3 tasks
mmschlk opened this issue Aug 19, 2024 · 0 comments · Fixed by #289
Closed
3 tasks

Add Isolation Forrest Conversion to TreeExplainer #193

mmschlk opened this issue Aug 19, 2024 · 0 comments · Fixed by #289
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enhancement New feature or request explainer All issues that are linked to explainers help wanted Extra attention is needed
Milestone
v1.2.0

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@mmschlk
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mmschlk commented Aug 19, 2024 •
edited by r-visser
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Add a conversion function/module to transform sklearns IsolationForests into TreeModels.

IsoForests are cool models to do anomaly detection. They are also trees, which can be turned into TreeModels for shapiq.

  • add conversion module
  • add tests with 100% coverage of the new modules
  • add Jupyter notebook showing what one can do
@mmschlk mmschlk added enhancement New feature or request help wanted Extra attention is needed explainer All issues that are linked to explainers labels Aug 19, 2024
@mmschlk mmschlk added this to the v1.2.0 milestone Aug 19, 2024
@mmschlk mmschlk moved this to 📋 Backlog in shapiq development Aug 19, 2024
@mmschlk mmschlk moved this from 📋 Backlog to 🏗 In progress in shapiq development Dec 4, 2024
@r-visser r-visser linked a pull request Dec 12, 2024 that will close this issue
193 add isolation forrest conversion to treeexplainer #289
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@github-project-automation github-project-automation bot moved this from 🏗 In progress to ✅ Done in shapiq development Dec 17, 2024
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Labels
enhancement New feature or request explainer All issues that are linked to explainers help wanted Extra attention is needed
Projects
shapiq development
Status: ✅ Done
Milestone
v1.2.0
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193 add isolation forrest conversion to treeexplainer mmschlk/shapiq
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@mmschlk