Comparing Bucket and Merge Sorting Algorithms

Published on Friday, August 11, 2023 (8 months ago)

Wether you’re a beginner or a greatly experienced developer, this comparison will come in handy to find the fastest of two sorting algorithms. Namely bucket and merge.

Instead of a wall-of-text, we’ll get into the nitty-gritty right away!

Bucket Sort

The bucket sort, also known as bin sort.

It uses the Scatter-Gather approach to sort the array. The merge sort uses this to divide (scatter) the provided array into separate groups - known as buckets. Then sorts each individual bucket, and finally concatenate, or gather, them together to its final form.

The worst-case performance of the bucket sort is O(n2)O(n^2).

Merge Sort

The merge sorting (also commonly seen in one word mergesort) algorithm was invented in 1945 by John von Neumann. This is based on the divide-and-conquer strategy.

The worst-case time complexity of this is O(nlogn)O(n\log n).

Comparison

We will start, with an array of 3500 random (hopefully distinct) floating-point values, to test our two sorting algorithms.

Now that we have some data to test on, we want to add the algorithm for the bucket sort. This goes as follows.

And of course the merge sort as well, otherwise we won’t have anything to compare against.

Now, let’s test the two against one another.

If you want to read about something else here is a collection of some different sorting algorithms. You can also navigate directly to the implementation of bucket sort VS. merge sort, this is espescially useful if you want to manipulate each of these algorithms yourself.

Running this benchmark against the bucket sort and merge sort, we will notice that one is 11.06x faster than the other, which is … drum roll, please! The great bucket sorting algorithm!

This means we can almost run the bucket sort algorithm almost up to 12 times in the time it takes merge sort to run once!

Artificial Intelligence

We asked a well-known Artificial Intelligence (A.I. for short, AI for the lazy and ai for the lazier) to nickname our winner, the bucket sort, and this shall hence on be known as ”The Bucket Wrangler“!

To be fair, of course, we also asked for one for our lesser speedy algorithm, the merge sort, which is now known as ”The Merge Mastermind“.

Epilogue

Does this mean you should always choose the bucket sorting algorithm when you implement a new app? Well, not exactly… Please do remember that, as with everything in life, there are pros and cons as well, so choose wisely!

There are a lot of other sorting algorithms out there. Yet more to be discovered! Who knows, you might find the next one with an immersive speed increase or magnificent memory benefits!


Thanks for reading, and I truly hope this will better your understanding of the speed of bucket and merge sorting algorithms.

More posts are available on the blog.