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jenningsloy318 merged 7 commits into AlgorithmAndLeetCode:master from youngyangyang04:master
Jun 17, 2024
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82 changes: 82 additions & 0 deletions problems/0474.一和零.md
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Original file line number Diff line number Diff line change
Expand Up @@ -159,7 +159,89 @@ public:
* 时间复杂度: O(kmn),k 为strs的长度
* 空间复杂度: O(mn)

C++:
使用三维数组的版本

```CPP
class Solution {
public:
int findMaxForm(vector<string>& strs, int m, int n) {
int num_of_str = strs.size();

vector<vector<vector<int>>> dp(num_of_str, vector<vector<int>>(m + 1,vector<int>(n + 1, 0)));

/* dp[i][j][k] represents, if choosing items among strs[0] to strs[i] to form a subset,
what is the maximum size of this subset such that there are no more than m 0's and n 1's in this subset.
Each entry of dp[i][j][k] is initialized with 0

transition formula:
using x[i] to indicates the number of 0's in strs[i]
using y[i] to indicates the number of 1's in strs[i]

dp[i][j][k] = max(dp[i-1][j][k], dp[i-1][j - x[i]][k - y[i]] + 1)

*/


// num_of_zeros records the number of 0's for each str
// num_of_ones records the number of 1's for each str
// find the number of 0's and the number of 1's for each str in strs
vector<int> num_of_zeros;
vector<int> num_of_ones;
for (auto& str : strs){
int count_of_zero = 0;
int count_of_one = 0;
for (char &c : str){
if(c == '0') count_of_zero ++;
else count_of_one ++;
}
num_of_zeros.push_back(count_of_zero);
num_of_ones.push_back(count_of_one);

}


// num_of_zeros[0] indicates the number of 0's for str[0]
// num_of_ones[0] indiates the number of 1's for str[1]

// initialize the 1st plane of dp[i][j][k], i.e., dp[0][j][k]
// if num_of_zeros[0] > m or num_of_ones[0] > n, no need to further initialize dp[0][j][k],
// because they have been intialized to 0 previously
if(num_of_zeros[0] <= m && num_of_ones[0] <= n){
// for j < num_of_zeros[0] or k < num_of_ones[0], dp[0][j][k] = 0
for(int j = num_of_zeros[0]; j <= m; j++){
for(int k = num_of_ones[0]; k <= n; k++){
dp[0][j][k] = 1;
}
}
}

/* if j - num_of_zeros[i] >= 0 and k - num_of_ones[i] >= 0:
dp[i][j][k] = max(dp[i-1][j][k], dp[i-1][j - num_of_zeros[i]][k - num_of_ones[i]] + 1)
else:
dp[i][j][k] = dp[i-1][j][k]
*/

for (int i = 1; i < num_of_str; i++){
int count_of_zeros = num_of_zeros[i];
int count_of_ones = num_of_ones[i];
for (int j = 0; j <= m; j++){
for (int k = 0; k <= n; k++){
if( j < count_of_zeros || k < count_of_ones){
dp[i][j][k] = dp[i-1][j][k];
}else{
dp[i][j][k] = max(dp[i-1][j][k], dp[i-1][j - count_of_zeros][k - count_of_ones] + 1);
}
}
}

}

return dp[num_of_str-1][m][n];

}
};
```

## 总结

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