dp/range-sum-query-2d-immutable
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2023-12-01
Range Sum Query 2D - Immutable
描述
Given a 2D matrix matrix, find the sum of the elements inside the rectangle defined by its upper left corner (row1, col1)
and lower right corner (row2, col2)
.
Example:
Given matrix =
[
[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]
]
sumRegion(2, 1, 4, 3) -> 8
sumRegion(1, 1, 2, 2) -> 11
sumRegion(1, 2, 2, 4) -> 12
Note:
- You may assume that the matrix does not change.
- There are many calls to sumRegion function.
- You may assume that row1 ≤ row2 and col1 ≤ col2.
分析
思路跟一维的类似,建立一个累加和矩阵。令状态f[i][j]
表示从(0,0)到(i,j)的子矩阵的和,则状态转移方程为
f[i][j] = f[i-1][j] + rowSum
其中 rowSum
是矩阵matrix[i][0]
到matrix[i][j]
这一行的和。
有了f[i][j]
, 则
sumRange(i1,j1,i2,j2) = f[i2][j2] + f[i1-1][j1-1] - f[i1-1][j2]-f[i2][j1-1]
将辅助矩阵f[i][j]
的行数和列数增 1,可以简化对矩阵边界的处理。
代码
// Range Sum Query 2D - Immutable
public class NumMatrix {
// Time Complexity: O(n*m), Space Complexity: O(1)
public NumMatrix(int[][] matrix) {
final int m = matrix.length;
final int n = matrix.length > 0 ? matrix[0].length : 0;
this.f = new int[m + 1][n + 1];
for (int i = 1; i < m + 1; ++i) {
int rowSum = 0;
for (int j = 1; j < n + 1; ++j) {
f[i][j] += rowSum + matrix[i-1][j-1];
if (i > 1) {
f[i][j] += f[i-1][j];
}
rowSum += matrix[i-1][j-1];
}
}
}
// Time Complexity: O(1), Space Complexity: O(1)
public int sumRegion(int row1, int col1, int row2, int col2) {
return f[row2 + 1][col2 + 1] + f[row1][col1] -
f[row1][col2 + 1] - f[row2 + 1][col1];
}
private final int[][] f;
}