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). Range Sum Query 2D The above rectangle (with the red border) is defined by (row1, col1) = (2, 1) and (row2, col2) = (4, 3), which contains sum = 8. 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 update(3, 2, 2) sumRegion(2, 1, 4, 3) -> 10 Note: The matrix is only modifiable by the update function. You may assume the number of calls to update and sumRegion function is distributed evenly. You may assume that row1 ≤ row2 and col1 ≤ col2.
参考:https://leetcode.com/discuss/72685/share-my-java-2-d-binary-indexed-tree-solution
Initializing the binary indexed tree takes O(mn*logm*logn)
time, both update()
and getSum()
take O(logm*logn)
time. The arr[][]
is used to keep a backup of the matrix[][]
so that we know the difference of the updated element and use that to update the binary indexed tree. The idea of calculating sumRegion()
is the same as in Range Sum Query 2D - Immutable.
Binary Index Tree参见:https://www.youtube.com/watch?v=CWDQJGaN1gY
1 public class NumMatrix { 2 int m, n; 3 int[][] arr; // stores matrix[][] 4 int[][] BITree; // 2-D binary indexed tree 5 6 public NumMatrix(int[][] matrix) { 7 if (matrix.length == 0 || matrix[0].length == 0) { 8 return; 9 } 10 11 m = matrix.length; 12 n = matrix[0].length; 13 14 arr = new int[m][n]; 15 BITree = new int[m + 1][n + 1]; 16 17 for (int i = 0; i < m; i++) { 18 for (int j = 0; j < n; j++) { 19 update(i, j, matrix[i][j]); // init BITree[][] 20 arr[i][j] = matrix[i][j]; // init arr[][] 21 } 22 } 23 } 24 25 public void update(int i, int j, int val) { 26 int diff = val - arr[i][j]; // get the diff 27 arr[i][j] = val; // update arr[][] 28 29 i++; j++; 30 while (i <= m) { 31 int k = j; 32 while (k <= n) { 33 BITree[i][k] += diff; // update BITree[][] 34 k += k & (-k); // update column index to that of parent 35 } 36 i += i & (-i); // update row index to that of parent 37 } 38 } 39 40 int getSum(int i, int j) { 41 int sum = 0; 42 43 i++; j++; 44 while (i > 0) { 45 int k = j; 46 while (k > 0) { 47 sum += BITree[i][k]; // accumulate the sum 48 k -= k & (-k); // move column index to parent node 49 } 50 i -= i & (-i); // move row index to parent node 51 } 52 return sum; 53 } 54 55 public int sumRegion(int i1, int j1, int i2, int j2) { 56 return getSum(i2, j2) - getSum(i1-1, j2) - getSum(i2, j1-1) + getSum(i1-1, j1-1); 57 } 58 } 59 60 61 // Your NumMatrix object will be instantiated and called as such: 62 // NumMatrix numMatrix = new NumMatrix(matrix); 63 // numMatrix.sumRegion(0, 1, 2, 3); 64 // numMatrix.update(1, 1, 10); 65 // numMatrix.sumRegion(1, 2, 3, 4);
Leetcode: Range Sum Query 2D - Mutable
原文:http://www.cnblogs.com/EdwardLiu/p/5138208.html