描述
给定一个二维矩阵 matrix
,以下类型的多个请求:
- 计算其子矩形范围内元素的总和,该子矩阵的左上角为
(row1, col1)
,右下角为(row2, col2)
。
实现 NumMatrix
类:
NumMatrix(int[][] matrix)
给定整数矩阵matrix
进行初始化int sumRegion(int row1, int col1, int row2, int col2)
返回左上角(row1, col1)
、右下角(row2, col2)
的子矩阵的元素总和。
示例
示例 1:
输入:
["NumMatrix","sumRegion","sumRegion","sumRegion"]
[[[[3,0,1,4,2],[5,6,3,2,1],[1,2,0,1,5],[4,1,0,1,7],[1,0,3,0,5]]],[2,1,4,3],[1,1,2,2],[1,2,2,4]]
输出:
[null, 8, 11, 12]
解释:
NumMatrix numMatrix = new NumMatrix([[3,0,1,4,2],[5,6,3,2,1],[1,2,0,1,5],[4,1,0,1,7],[1,0,3,0,5]]]);
numMatrix.sumRegion(2, 1, 4, 3); // return 8 (红色矩形框的元素总和)
numMatrix.sumRegion(1, 1, 2, 2); // return 11 (绿色矩形框的元素总和)
numMatrix.sumRegion(1, 2, 2, 4); // return 12 (蓝色矩形框的元素总和)
提示
m == matrix.length
n == matrix[i].length
1 <= m, n <= 200
-105 <= matrix[i][j] <= 105
0 <= row1 <= row2 < m
0 <= col1 <= col2 < n
- 最多调用
104
次sumRegion
方法
解题思路
方法一:一维前缀和
对二维矩阵
matrix
的每一行求前缀和,生成一个二维数组,在求矩阵(int row1, int col1, int row2, int col2)
的和,对row1
行到row2
行分别求和,最后再加起来。代码
```java class NumMatrix { private int[][] twoSum; public NumMatrix(int[][] matrix) {
int m = matrix.length; int n = matrix[0].length; twoSum = new int[m][n + 1]; // 多一列出来,第一列全为0,是为了防溢出 for (int i = 0; i < m; i++) { for (int j = 1; j <= n; j++) { twoSum[i][j] = twoSum[i][j - 1] + matrix[i][j - 1]; } }
}
public int sumRegion(int row1, int col1, int row2, int col2) {
int res = 0; for (int i = row1; i <= row2; i++) { res += twoSum[i][col2 + 1] - twoSum[i][col1]; } return res;
} }
/**
- Your NumMatrix object will be instantiated and called as such:
- NumMatrix obj = new NumMatrix(matrix);
- int param_1 = obj.sumRegion(row1,col1,row2,col2);
*/
```
方法二:二维前缀和
与一维前缀和不同的是,前缀和数组中记录的不再是原数组每一行的前缀和,而是从
i=0
行,j = 0
列到当前位置的所有元素之和。初始化二维前缀和时有:
twoSum[i][j] = twoSum[i - 1][j] + twoSum[i][j - 1] - twoSum[i - 1][j - 1] + matrix[i - 1][j - 1];
- 计算图中某个矩阵的元素之和时:
注意:二维前缀和数组的第一行和第一列全为0
,所以 twoSum[i][j]
实际对应的应该是 matrix[i - 1][j - 1]
的前缀和
代码
class NumMatrix {
private int[][] twoSum;
public NumMatrix(int[][] matrix) {
int m = matrix.length;
int n = matrix[0].length;
twoSum = new int[m + 1][n + 1];
for (int i = 1; i <= m; i++) {
for (int j = 1; j <= n; j++) {
twoSum[i][j] = twoSum[i - 1][j] + twoSum[i][j - 1] - twoSum[i - 1][j - 1] + matrix[i - 1][j - 1];
}
}
}
public int sumRegion(int row1, int col1, int row2, int col2) {
return twoSum[row2 + 1][col2 + 1] - twoSum[row1][col2 + 1] - twoSum[row2 + 1][col1] + twoSum[row1][col1];
}
}
/**
* Your NumMatrix object will be instantiated and called as such:
* NumMatrix obj = new NumMatrix(matrix);
* int param_1 = obj.sumRegion(row1,col1,row2,col2);
*/