Maximum Subarray Sum in Java: Kadane's Algorithm
Let's learn how to efficiently find the maximum subarray sum using Kadane's Algorithm in Java.
Problem Statement:
Given an array of size N, write a Java program to determine the maximum sum of a contiguous subarray using Kadane's Algorithm.
Example:
<code>Input: n = 5 arr[] = 1, 2, 3, -2, 5 Output: Maximum Subarray sum is: 9</code>
Understanding Kadane's Algorithm:
Kadane's Algorithm provides an efficient O(n) time complexity solution for finding the maximum subarray sum.
Steps:
-
Initialize two variables:
currentSum
(to track the sum of the current subarray) andmaxSum
(to store the maximum sum encountered so far). SetcurrentSum
to 0 andmaxSum
to the smallest possible integer value (e.g.,Integer.MIN_VALUE
). -
Iterate through the array: For each element
arr[i]
, add its value tocurrentSum
. -
Update
maxSum
: After each addition, updatemaxSum
by taking the maximum ofmaxSum
andcurrentSum
. -
Reset
currentSum
: IfcurrentSum
becomes negative, reset it to 0. This is crucial because a negativecurrentSum
indicates that including the previous elements doesn't contribute to a larger sum; it's better to start a new subarray from the current element.
Java Code:
import java.util.Scanner; public class KadaneAlgo { public static int findMaxSubArraySum(int[] arr, int n) { int currentSum = 0; int maxSum = Integer.MIN_VALUE; // Initialize to the smallest possible integer for (int i = 0; i < n; i++) { currentSum += arr[i]; maxSum = Math.max(maxSum, currentSum); // Update maxSum if necessary if (currentSum < 0) { currentSum = 0; // Reset currentSum if it becomes negative } } return maxSum; } public static void main(String[] args) { Scanner scanner = new Scanner(System.in); System.out.print("Enter the size of the array: "); int n = scanner.nextInt(); int[] arr = new int[n]; System.out.print("Enter the elements of the array: "); for (int i = 0; i < n; i++) { arr[i] = scanner.nextInt(); } int maxSum = findMaxSubArraySum(arr, n); System.out.println("Maximum Subarray sum is: " + maxSum); scanner.close(); } }
Output (Example):
<code>Enter the size of the array: 5 Enter the elements of the array: 1 2 3 -2 5 Maximum Subarray sum is: 9</code>
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