Add DP Solution to Subset Count (#3580)

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samratpodder 2022-10-21 01:21:54 +05:30 committed by GitHub
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package com.thealgorithms.dynamicprogramming;
/**
* Find the number of subsets present in the given array with a sum equal to target.
* Based on Solution discussed on StackOverflow(https://stackoverflow.com/questions/22891076/count-number-of-subsets-with-sum-equal-to-k)
* @author Samrat Podder(https://github.com/samratpodder)
*/
public class SubsetCount {
/**
* Dynamic Programming Implementation.
* Method to find out the number of subsets present in the given array with a sum equal to target.
* Time Complexity is O(n*target) and Space Complexity is O(n*target)
* @param arr is the input array on which subsets are to searched
* @param target is the sum of each element of the subset taken together
*
*/
public int getCount(int[] arr, int target){
/**
* Base Cases - If target becomes zero, we have reached the required sum for the subset
* If we reach the end of the array arr then, either if target==arr[end], then we add one to the final count
* Otherwise we add 0 to the final count
*/
int n = arr.length;
int[][] dp = new int[n][target+1];
for (int i = 0; i < n; i++) {
dp[i][0] = 1;
}
if(arr[0]<=target) dp[0][arr[0]] = 1;
for(int t=1;t<=target;t++){
for (int idx = 1; idx < n; idx++) {
int notpick = dp[idx-1][t];
int pick =0;
if(arr[idx]<=t) pick+=dp[idx-1][target-t];
dp[idx][target] = pick+notpick;
}
}
return dp[n-1][target];
}
/**
* This Method is a Space Optimized version of the getCount(int[], int) method and solves the same problem
* This approach is a bit better in terms of Space Used
* Time Complexity is O(n*target) and Space Complexity is O(target)
* @param arr is the input array on which subsets are to searched
* @param target is the sum of each element of the subset taken together
*/
public int getCountSO(int[] arr, int target){
int n = arr.length;
int prev[]=new int[target+1];
prev[0] =1;
if(arr[0]<=target) prev[arr[0]] = 1;
for(int ind = 1; ind<n; ind++){
int cur[]=new int[target+1];
cur[0]=1;
for(int t= 1; t<=target; t++){
int notTaken = prev[t];
int taken = 0;
if(arr[ind]<=t) taken = prev[t-arr[ind]];
cur[t]= notTaken + taken;
}
prev = cur;
}
return prev[target];
}
}

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package com.thealgorithms.dynamicprogramming;
import static org.junit.jupiter.api.Assertions.assertEquals;
import org.junit.jupiter.api.Test;
public class SubsetCountTest {
public static SubsetCount obj = new SubsetCount();
@Test
void hasMultipleSubset(){
int[] arr = new int[]{1,2,3,3};
assertEquals(3, obj.getCount(arr, 6));
}
@Test
void singleElementSubset(){
int[] arr = new int[]{1,1,1,1};
assertEquals(4, obj.getCount(arr, 1));
}
@Test
void hasMultipleSubsetSO(){
int[] arr = new int[]{1,2,3,3};
assertEquals(3, obj.getCountSO(arr, 6));
}
@Test
void singleSubsetSO(){
int[] arr = new int[]{1,1,1,1};
assertEquals(1,obj.getCountSO(arr, 4));
}
}