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Add Space Optimized Solution to Subset sum problem (#5612)
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package com.thealgorithms.dynamicprogramming;
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/*
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The Sum of Subset problem determines whether a subset of elements from a
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given array sums up to a specific target value.
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*/
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public final class SubsetSumSpaceOptimized {
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private SubsetSumSpaceOptimized() {
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}
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/**
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* This method checks whether the subset of an array
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* contains a given sum or not. This is an space
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* optimized solution using 1D boolean array
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* Time Complexity: O(n * sum), Space complexity: O(sum)
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*
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* @param arr An array containing integers
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* @param sum The target sum of the subset
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* @return True or False
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*/
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public static boolean isSubsetSum(int[] arr, int sum) {
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int n = arr.length;
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// Declare the boolean array with size sum + 1
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boolean[] dp = new boolean[sum + 1];
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// Initialize the first element as true
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dp[0] = true;
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// Find the subset sum using 1D array
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for (int i = 0; i < n; i++) {
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for (int j = sum; j >= arr[i]; j--) {
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dp[j] = dp[j] || dp[j - arr[i]];
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}
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}
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return dp[sum];
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}
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}
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package com.thealgorithms.dynamicprogramming;
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import static org.junit.jupiter.api.Assertions.assertFalse;
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import static org.junit.jupiter.api.Assertions.assertTrue;
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import org.junit.jupiter.api.Test;
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public class SubsetSumSpaceOptimizedTest {
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@Test
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void basicCheck() {
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assertTrue(SubsetSumSpaceOptimized.isSubsetSum(new int[] {7, 3, 2, 5, 8}, 14));
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assertTrue(SubsetSumSpaceOptimized.isSubsetSum(new int[] {4, 3, 2, 1}, 5));
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assertTrue(SubsetSumSpaceOptimized.isSubsetSum(new int[] {1, 7, 2, 9, 10}, 13));
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assertFalse(SubsetSumSpaceOptimized.isSubsetSum(new int[] {1, 2, 7, 10, 9}, 14));
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assertFalse(SubsetSumSpaceOptimized.isSubsetSum(new int[] {2, 15, 1, 6, 7}, 4));
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}
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}
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