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Add Space Optimized Solution to Subset sum problem (TheAlgorithms#5612)
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Rupa-Rd authored Oct 10, 2024
1 parent 79544c8 commit 7326ab2
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package com.thealgorithms.dynamicprogramming;
/*
The Sum of Subset problem determines whether a subset of elements from a
given array sums up to a specific target value.
*/
public final class SubsetSumSpaceOptimized {
private SubsetSumSpaceOptimized() {
}
/**
* This method checks whether the subset of an array
* contains a given sum or not. This is an space
* optimized solution using 1D boolean array
* Time Complexity: O(n * sum), Space complexity: O(sum)
*
* @param arr An array containing integers
* @param sum The target sum of the subset
* @return True or False
*/
public static boolean isSubsetSum(int[] arr, int sum) {
int n = arr.length;
// Declare the boolean array with size sum + 1
boolean[] dp = new boolean[sum + 1];

// Initialize the first element as true
dp[0] = true;

// Find the subset sum using 1D array
for (int i = 0; i < n; i++) {
for (int j = sum; j >= arr[i]; j--) {
dp[j] = dp[j] || dp[j - arr[i]];
}
}
return dp[sum];
}
}
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package com.thealgorithms.dynamicprogramming;

import static org.junit.jupiter.api.Assertions.assertFalse;
import static org.junit.jupiter.api.Assertions.assertTrue;

import org.junit.jupiter.api.Test;

public class SubsetSumSpaceOptimizedTest {

@Test
void basicCheck() {
assertTrue(SubsetSumSpaceOptimized.isSubsetSum(new int[] {7, 3, 2, 5, 8}, 14));
assertTrue(SubsetSumSpaceOptimized.isSubsetSum(new int[] {4, 3, 2, 1}, 5));
assertTrue(SubsetSumSpaceOptimized.isSubsetSum(new int[] {1, 7, 2, 9, 10}, 13));
assertFalse(SubsetSumSpaceOptimized.isSubsetSum(new int[] {1, 2, 7, 10, 9}, 14));
assertFalse(SubsetSumSpaceOptimized.isSubsetSum(new int[] {2, 15, 1, 6, 7}, 4));
}
}

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