Find submatrix in matrix Python code example
Example: find submatrix in matrix
class Main
{
// Find the maximum sum submatrix present in a given matrix
public static int findMaxSumSubmatrix(int matrix[][])
{
// `M × N` matrix
final int M = matrix.length;
final int N = matrix[0].length;
// `S[i][j]` stores the sum of submatrix formed by row 0 to `i-1`
// and column 0 to `j-1`
int[][] S = new int[M+1][N+1];
// preprocess the matrix to fill `S`
for (int i = 0; i <= M; i++)
{
for (int j = 0; j <= N; j++)
{
if (i == 0 || j == 0) {
S[i][j] = 0;
}
else {
S[i][j] = S[i-1][j] + S[i][j-1] - S[i-1][j-1] +
matrix[i-1][j-1];
}
}
}
int maxSum = Integer.MIN_VALUE;
int rowStart = 0, rowEnd = 0, colStart = 0, colEnd = 0;
// consider every submatrix formed by row `i` to `j`
// and column `m` to `n`
for (int i = 0; i < M; i++)
{
for (int j = i; j < M; j++)
{
for (int m = 0; m < N; m++)
{
for (int n = m; n < N; n++)
{
// calculate the submatrix sum using `S[][]` in `O(1)` time
int submatrix_sum = S[j+1][n+1] - S[j+1][m]
- S[i][n+1] + S[i][m];
// if the submatrix sum is more than the maximum found so far
if (submatrix_sum > maxSum)
{
maxSum = submatrix_sum;
rowStart = i;
rowEnd = j;
colStart = m;
colEnd = n;
}
}
}
}
}
System.out.println("The submatrix is formed by rows "
+ rowStart + " to " + rowEnd +
" and columns from "
+ colStart + " to " + colEnd);
return maxSum;
}
public static void main(String[] args)
{
// input matrix
int matrix[][] =
{
{ -5, -6, 3, 1, 0 },
{ 9, 7, 8, 3, 7 },
{ -6, -2, -1, 2, -4 },
{ -7, 5, 5, 2, -6 },
{ 3, 2, 9, -5, 1 }
};
// find the maximum sum submatrix
System.out.print("The maximum sum of the submatrix is " +
findMaxSumSubmatrix(matrix));
}
}