The Radix sort, like counting sort and bucket sort, is an integer based algorithm (I mean the values of the input array are assumed to be integers). Hence radix sort is among the fastest sorting algorithms around, in theory. It is also one of the few O(n) or linear time sorting algorithm along with the Bucket and Counting sort. The particular distinction for radix sort is that it creates a bucket for each cipher (i.e. digit); as such, similar to bucket sort, each bucket in radix sort must be a growable list that may admit different keys.

For decimal values, the number of buckets is 10, as the decimal system has 10 numerals/cyphers (i.e. 0,1,2,3,4,5,6,7,8,9). Then the keys are continuously sorted by significant digits.

Time Complexity of radix sort in the best case, average case and worst case is O(k*n) where k is the length of the longest number and n is the size of the input array.

Note: if k is greater than log(n) then a n*log(n) algorithm would be a better fit. In reality, we can always change the Radix to make k less than log(n).

Btw, if you are not familiar with time and space complexity and how to calculate or optimize it for a particular algorithm then I suggest you to first go through a fundamental algorithms course like

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Here is another example of sorting a list of an integer using Radix sort, just in case If you haven't got the concept of how Radix sort works:

Sort the list of numbers 10, 52, 5, 209, 19, and 44 using Radix sort algorithm:

That's all about

Algorithms and Data Structures - Part 1 and 2

Data Structures and Algorithms: Deep Dive Using Java

Cracking the Coding Interview - 189 Questions and Solutions

From 0 to 1: Data Structures & Algorithms in Java

Data Structure and Algorithms Analysis - Job Interview

Thanks for reading this article so far. If you like this Radix sort example in Java then please share with your friends and colleagues. If you have any questions or feedback then please drop a note.

For decimal values, the number of buckets is 10, as the decimal system has 10 numerals/cyphers (i.e. 0,1,2,3,4,5,6,7,8,9). Then the keys are continuously sorted by significant digits.

Time Complexity of radix sort in the best case, average case and worst case is O(k*n) where k is the length of the longest number and n is the size of the input array.

Note: if k is greater than log(n) then a n*log(n) algorithm would be a better fit. In reality, we can always change the Radix to make k less than log(n).

Btw, if you are not familiar with time and space complexity and how to calculate or optimize it for a particular algorithm then I suggest you to first go through a fundamental algorithms course like

**Data Structures and Algorithms: Deep Dive Using Java**on Udemy. This will not only help you to do well on interviews but also on your day-to-day job.##

__Java program to implement Radix sort algorithm__

Before solving this problem or implementing a Radix Sort Algorithm, let's first get the problem statement right:

Given a disordered list of integers, rearrange them in the natural order.

Sample Input: {18,5,100,3,1,19,6,0,7,4,2}

Sample Output: {0,1,2,3,4,5,6,7,18,19,100}

Here is a sample program to implement the Radix sort algorithm in Java

**Problem Statement:**Given a disordered list of integers, rearrange them in the natural order.

Sample Input: {18,5,100,3,1,19,6,0,7,4,2}

Sample Output: {0,1,2,3,4,5,6,7,18,19,100}

Here is a sample program to implement the Radix sort algorithm in Java

import java.util.ArrayList; import java.util.Arrays; import java.util.List; /* * Java Program sort an integer array using radix sort algorithm. * input: [180, 50, 10, 30, 10, 29, 60, 0, 17, 24, 12] * output: [0, 10, 10, 12, 17, 24, 29, 30, 50, 60, 180] * * Time Complexity of Solution: * Best Case O(k*n); Average Case O(k*n); Worst Case O(k*n), * where k is the length of the longest number and n is the * size of the input array. * * Note: if k is greater than log(n) then an n*log(n) algorithm would be a * better fit. In reality we can always change the radix to make k * less than log(n). * */ public class Main { public static void main(String[] args) { System.out.println("Radix sort in Java"); int[] input = { 181, 51, 11, 33, 11, 39, 60, 2, 27, 24, 12 }; System.out.println("An Integer array before sorting"); System.out.println(Arrays.toString(input)); // sorting array using radix Sort Algorithm radixSort(input); System.out.println("Sorting an int array using radix sort algorithm"); System.out.println(Arrays.toString(input)); } /** * Java method to sort a given array using radix sort algorithm * * @param input */ public static void radixSort(int[] input) { final int RADIX = 10; // declare and initialize bucket[] List<Integer>[] bucket = new ArrayList[RADIX]; for (int i = 0; i < bucket.length; i++) { bucket[i] = new ArrayList<Integer>(); } // sort boolean maxLength = false; int tmp = -1, placement = 1; while (!maxLength) { maxLength = true; // split input between lists for (Integer i : input) { tmp = i / placement; bucket[tmp % RADIX].add(i); if (maxLength && tmp > 0) { maxLength = false; } } // empty lists into input array int a = 0; for (int b = 0; b < RADIX; b++) { for (Integer i : bucket[b]) { input[a++] = i; } bucket[b].clear(); } // move to next digit placement *= RADIX; } } } Output Radix sort in Java An Integer array before sorting [181, 51, 11, 33, 11, 39, 60, 2, 27, 24, 12] Sorting an int array using radix sort algorithm [2, 11, 11, 12, 24, 27, 33, 39, 51, 60, 181]

Here is another example of sorting a list of an integer using Radix sort, just in case If you haven't got the concept of how Radix sort works:

**Problem Statement:**Sort the list of numbers 10, 52, 5, 209, 19, and 44 using Radix sort algorithm:

**Solution:**That's all about

**how to sort an integer array using radix sort in Java**. Along with Counting Sort and Bucket sort, it is also an O(n) sorting algorithm. These algorithms are not general purpose and you cannot use it to sort any object e.g. String, Employee, etc. They are best suited for a small range of known integer values but they provide awesome performance.**Further Reading**Algorithms and Data Structures - Part 1 and 2

Data Structures and Algorithms: Deep Dive Using Java

Cracking the Coding Interview - 189 Questions and Solutions

From 0 to 1: Data Structures & Algorithms in Java

Data Structure and Algorithms Analysis - Job Interview

Thanks for reading this article so far. If you like this Radix sort example in Java then please share with your friends and colleagues. If you have any questions or feedback then please drop a note.

Lesser explanation than counting and bucket sort!

ReplyDeleteI've ported your code to Python: https://gist.github.com/CTimmerman/2f8edd2de074ff3c28ebb148cc25426d

ReplyDelete