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This problem can be approached using a dynamic programming strategy similar to the knapsack problem. For each binary string, calculate the number of 0's and 1's it contains. Then, use a DP table to keep track of the maximum subset size you can achieve with a given count of 0's and 1's. We'll fill this table by iterating over each string and attempting to include it in our subset if the current capacity allows. Update the DP table in a reverse manner to avoid overwriting results prematurely.
Time Complexity: O(strsSize * m * n) where strsSize is the number of binary strings.
Space Complexity: O(m * n) for storing the DP table.
1var findMaxForm = function(strs, m, n) {
2 let dp = Array.from({ length: m + 1 }, () => Array(n + 1).fill(0));
3 for (let s of strs) {
4 let zeros = s.split('').filter(c => c === '0').length;
5 let ones = s.length - zeros;
6 for (let i = m; i >= zeros; i--) {
7 for (let j = n; j >= ones; j--) {
8 dp[i][j] = Math.max(dp[i][j], dp[i - zeros][j - ones] + 1);
9 }
10 }
11 }
12 return dp[m][n];
13};JavaScript's approach is consistent with other implementations, utilizing a two-dimensional array to store computation states. For each binary string, zeros are counted after filtering, and ones are computed from the remaining length. The DP table is updated in reverse to respect dependencies.
The problem can also be tackled using a recursive function with memoization to store already computed results and avoid redundant calculations. This approach uses recursion to consider two choices for each string - either include it in the subset or not, based on the available capacity for zeros and ones. By storing intermediate results, we can significantly reduce the number of recursive calls needed, thus optimizing the process.
Time Complexity: O(strsSize * m * n) due to memoization.
Space Complexity: O(strsSize * m * n) for the memoization table.
This C implementation uses a recursive helper function with memoization. The function considers the inclusion and exclusion of each string in the subset while respecting the limits on zeros and ones. Using a 3-dimensional array, memoized results prevent duplicate work and improve efficiency.