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Bucket Sort

Bucket Sort is a sorting technique that sorts the elements by first dividing the elements into several groups called buckets. The elements inside each bucket are sorted using any of the suitable sorting algorithms or recursively calling the same algorithm.

The process of bucket sort can be understood as a scatter-gather approach. The elements are first scattered into buckets then the elements of buckets are sorted. Finally, the elements are gathered in order.

bucketSort()
  create N buckets each of which can hold a range of values
  for all the buckets
    initialize each bucket with 0 values
  for all the buckets
    put elements into buckets matching the range
  for all the buckets 
    sort elements in each bucket
  gather elements from each bucket
end bucketSort

Complexity

Shell sort is an unstable sorting algorithm because this algorithm does not examine the elements lying in between the intervals.

Time Complexities:

  • Worst Case Complexity: O(n2)

    When there are elements of close range in the array, they are likely to be placed in the same bucket. This may result in some buckets having more number of elements than others.
    It makes the complexity depend on the sorting algorithm used to sort the elements of the bucket.
    The complexity becomes even worse when the elements are in reverse order.
  • Best Case Complexities: O(n+k)

    It occurs when the elements are uniformly distributed in the buckets with a nearly equal number of elements in each bucket.
    The complexity becomes even better if the elements inside the buckets are already sorted.
  • Average Case Complexity: O(n)

    It occurs when the elements are distributed randomly in the array. Even if the elements are not distributed uniformly, bucket sort runs in linear time.

Bucket Sort Applications:

Bucket sort is used when

  1. Input is uniformly distributed over a range.
  2. There are floating point values.

Instruction for Running code:

  • C

    gcc BucketSort.c
    ./a.out
    
  • Cpp

    g++ BucketSort.cpp
    ./a.out
    
  • Java

    javac BucketSort.java
    java BucketSort.class
    
  • Python

    python3 BucketSort.py