📜  全部为1的最大尺寸正方形子矩阵

📅  最后修改于: 2021-04-27 21:02:43             🧑  作者: Mango

给定一个二进制矩阵,找出全为1的最大大小的平方子矩阵。

例如,考虑下面的二进制矩阵。
全部为1的最大尺寸正方形子矩阵

算法:
令给定的二进制矩阵为M [R] [C]。该算法的思想是构造一个辅助大小矩阵S [] [],其中每个条目S [i] [j]表示正方形子矩阵的大小,其中所有1包括M [i] [j],其中M [ i] [j]是子矩阵中最右边和最下面的条目。

1) Construct a sum matrix S[R][C] for the given M[R][C].
     a)    Copy first row and first columns as it is from M[][] to S[][]
     b)    For other entries, use following expressions to construct S[][]
         If M[i][j] is 1 then
            S[i][j] = min(S[i][j-1], S[i-1][j], S[i-1][j-1]) + 1
         Else /*If M[i][j] is 0*/
            S[i][j] = 0
2) Find the maximum entry in S[R][C]
3) Using the value and coordinates of maximum entry in S[i], print 
   sub-matrix of M[][]

对于上述示例中给定的M [R] [C],构造的S [R] [C]将为:

0  1  1  0  1
   1  1  0  1  0
   0  1  1  1  0
   1  1  2  2  0
   1  2  2  3  1
   0  0  0  0  0

上面的矩阵中最大条目的值为3,条目的坐标为(4,3)。使用最大值及其坐标,我们可以找到所需的子矩阵。

C++
// C++ code for Maximum size square 
// sub-matrix with all 1s 
#include 
#define bool int 
#define R 6 
#define C 5 
using namespace std;
  
  
void printMaxSubSquare(bool M[R][C]) 
{ 
    int i,j; 
    int S[R][C]; 
    int max_of_s, max_i, max_j; 
      
    /* Set first column of S[][]*/
    for(i = 0; i < R; i++) 
        S[i][0] = M[i][0]; 
      
    /* Set first row of S[][]*/
    for(j = 0; j < C; j++) 
        S[0][j] = M[0][j]; 
          
    /* Construct other entries of S[][]*/
    for(i = 1; i < R; i++) 
    { 
        for(j = 1; j < C; j++) 
        { 
            if(M[i][j] == 1) 
                S[i][j] = min(S[i][j-1],min( S[i-1][j], 
                                S[i-1][j-1])) + 1; 
            else
                S[i][j] = 0; 
        } 
    } 
      
    /* Find the maximum entry, and indexes of maximum entry 
        in S[][] */
    max_of_s = S[0][0]; max_i = 0; max_j = 0; 
    for(i = 0; i < R; i++) 
    { 
        for(j = 0; j < C; j++) 
        { 
            if(max_of_s < S[i][j]) 
            { 
                max_of_s = S[i][j]; 
                max_i = i; 
                max_j = j; 
            } 
        }             
    } 
  
    cout<<"Maximum size sub-matrix is: \n"; 
    for(i = max_i; i > max_i - max_of_s; i--) 
    { 
        for(j = max_j; j > max_j - max_of_s; j--) 
        { 
            cout << M[i][j] << " "; 
        } 
        cout << "\n"; 
    } 
} 
  
  
/* Driver code */
int main() 
{ 
    bool M[R][C] = {{0, 1, 1, 0, 1}, 
                    {1, 1, 0, 1, 0}, 
                    {0, 1, 1, 1, 0}, 
                    {1, 1, 1, 1, 0}, 
                    {1, 1, 1, 1, 1}, 
                    {0, 0, 0, 0, 0}}; 
                      
    printMaxSubSquare(M); 
} 
  
// This is code is contributed by rathbhupendra


C
// C code for Maximum size square 
// sub-matrix with all 1s
#include
#define bool int
#define R 6
#define C 5
  
void printMaxSubSquare(bool M[R][C])
{
int i,j;
int S[R][C];
int max_of_s, max_i, max_j; 
  
/* Set first column of S[][]*/
for(i = 0; i < R; i++)
    S[i][0] = M[i][0];
  
/* Set first row of S[][]*/    
for(j = 0; j < C; j++)
    S[0][j] = M[0][j];
      
/* Construct other entries of S[][]*/
for(i = 1; i < R; i++)
{
    for(j = 1; j < C; j++)
    {
    if(M[i][j] == 1) 
        S[i][j] = min(S[i][j-1], S[i-1][j], 
                        S[i-1][j-1]) + 1;
    else
        S[i][j] = 0;
    } 
} 
  
/* Find the maximum entry, and indexes of maximum entry 
    in S[][] */
max_of_s = S[0][0]; max_i = 0; max_j = 0;
for(i = 0; i < R; i++)
{
    for(j = 0; j < C; j++)
    {
    if(max_of_s < S[i][j])
    {
        max_of_s = S[i][j];
        max_i = i; 
        max_j = j;
    }     
    }                 
}     
  
printf("Maximum size sub-matrix is: \n");
for(i = max_i; i > max_i - max_of_s; i--)
{
    for(j = max_j; j > max_j - max_of_s; j--)
    {
    printf("%d ", M[i][j]);
    } 
    printf("\n");
} 
}     
  
/* UTILITY FUNCTIONS */
/* Function to get minimum of three values */
int min(int a, int b, int c)
{
int m = a;
if (m > b) 
    m = b;
if (m > c) 
    m = c;
return m;
}
  
/* Driver function to test above functions */
int main()
{
bool M[R][C] = {{0, 1, 1, 0, 1}, 
                {1, 1, 0, 1, 0}, 
                {0, 1, 1, 1, 0},
                {1, 1, 1, 1, 0},
                {1, 1, 1, 1, 1},
                {0, 0, 0, 0, 0}};
                  
printMaxSubSquare(M);
getchar(); 
}


Java
// JAVA Code for Maximum size square 
// sub-matrix with all 1s
public class GFG
{
    // method for Maximum size square sub-matrix with all 1s
    static void printMaxSubSquare(int M[][])
    {
        int i,j;
        int R = M.length;         //no of rows in M[][]
        int C = M[0].length;     //no of columns in M[][]
        int S[][] = new int[R][C];     
          
        int max_of_s, max_i, max_j; 
      
        /* Set first column of S[][]*/
        for(i = 0; i < R; i++)
            S[i][0] = M[i][0];
      
        /* Set first row of S[][]*/
        for(j = 0; j < C; j++)
            S[0][j] = M[0][j];
          
        /* Construct other entries of S[][]*/
        for(i = 1; i < R; i++)
        {
            for(j = 1; j < C; j++)
            {
                if(M[i][j] == 1) 
                    S[i][j] = Math.min(S[i][j-1],
                                Math.min(S[i-1][j], S[i-1][j-1])) + 1;
                else
                    S[i][j] = 0;
            } 
        }     
          
        /* Find the maximum entry, and indexes of maximum entry 
            in S[][] */
        max_of_s = S[0][0]; max_i = 0; max_j = 0;
        for(i = 0; i < R; i++)
        {
            for(j = 0; j < C; j++)
            {
                if(max_of_s < S[i][j])
                {
                    max_of_s = S[i][j];
                    max_i = i; 
                    max_j = j;
                }     
            }                 
        }     
          
        System.out.println("Maximum size sub-matrix is: ");
        for(i = max_i; i > max_i - max_of_s; i--)
        {
            for(j = max_j; j > max_j - max_of_s; j--)
            {
                System.out.print(M[i][j] + " ");
            } 
            System.out.println();
        } 
    } 
      
    // Driver program 
    public static void main(String[] args) 
    {
        int M[][] = {{0, 1, 1, 0, 1}, 
                    {1, 1, 0, 1, 0}, 
                    {0, 1, 1, 1, 0},
                    {1, 1, 1, 1, 0},
                    {1, 1, 1, 1, 1},
                    {0, 0, 0, 0, 0}};
              
        printMaxSubSquare(M);
    }
  
}


Python3
# Python3 code for Maximum size
# square sub-matrix with all 1s
  
def printMaxSubSquare(M):
    R = len(M) # no. of rows in M[][]
    C = len(M[0]) # no. of columns in M[][]
  
    S = [[0 for k in range(C)] for l in range(R)]
    # here we have set the first row and column of S[][]
  
    # Construct other entries
    for i in range(1, R):
        for j in range(1, C):
            if (M[i][j] == 1):
                S[i][j] = min(S[i][j-1], S[i-1][j],
                            S[i-1][j-1]) + 1
            else:
                S[i][j] = 0
      
    # Find the maximum entry and
    # indices of maximum entry in S[][]
    max_of_s = S[0][0]
    max_i = 0
    max_j = 0
    for i in range(R):
        for j in range(C):
            if (max_of_s < S[i][j]):
                max_of_s = S[i][j]
                max_i = i
                max_j = j
  
    print("Maximum size sub-matrix is: ")
    for i in range(max_i, max_i - max_of_s, -1):
        for j in range(max_j, max_j - max_of_s, -1):
            print (M[i][j], end = " ")
        print("")
  
# Driver Program
M = [[0, 1, 1, 0, 1],
    [1, 1, 0, 1, 0],
    [0, 1, 1, 1, 0],
    [1, 1, 1, 1, 0],
    [1, 1, 1, 1, 1],
    [0, 0, 0, 0, 0]]
  
printMaxSubSquare(M)
  
# This code is contributed by Soumen Ghosh


C#
// C# Code for Maximum size square 
// sub-matrix with all 1s
  
using System;
  
  
public class GFG
{
    // method for Maximum size square sub-matrix with all 1s
    static void printMaxSubSquare(int [,]M)
    {
        int i,j;
        //no of rows in M[,]
        int R = M.GetLength(0);    
         //no of columns in M[,]
        int C = M.GetLength(1);    
        int [,]S = new int[R,C];     
          
        int max_of_s, max_i, max_j; 
          
        /* Set first column of S[,]*/
        for(i = 0; i < R; i++)
            S[i,0] = M[i,0];
          
        /* Set first row of S[][]*/
        for(j = 0; j < C; j++)
            S[0,j] = M[0,j];
              
        /* Construct other entries of S[,]*/
        for(i = 1; i < R; i++)
        {
            for(j = 1; j < C; j++)
            {
                if(M[i,j] == 1) 
                    S[i,j] = Math.Min(S[i,j-1],
                            Math.Min(S[i-1,j], S[i-1,j-1])) + 1;
                else
                    S[i,j] = 0;
            } 
        }     
          
        /* Find the maximum entry, and indexes of 
            maximum entry in S[,] */
        max_of_s = S[0,0]; max_i = 0; max_j = 0;
        for(i = 0; i < R; i++)
        {
            for(j = 0; j < C; j++)
            {
                if(max_of_s < S[i,j])
                {
                    max_of_s = S[i,j];
                    max_i = i; 
                    max_j = j;
                }     
            }                 
        }     
          
        Console.WriteLine("Maximum size sub-matrix is: ");
        for(i = max_i; i > max_i - max_of_s; i--)
        {
            for(j = max_j; j > max_j - max_of_s; j--)
            {
                Console.Write(M[i,j] + " ");
            } 
            Console.WriteLine();
        } 
    } 
      
    // Driver program 
    public static void Main() 
    {
        int [,]M = new int[6,5]{{0, 1, 1, 0, 1}, 
                    {1, 1, 0, 1, 0}, 
                    {0, 1, 1, 1, 0},
                    {1, 1, 1, 1, 0},
                    {1, 1, 1, 1, 1},
                    {0, 0, 0, 0, 0}};
              
        printMaxSubSquare(M);
    }
  
}


PHP
 $max_i - $max_of_s; $i--) 
    { 
        for($j = $max_j; 
            $j > $max_j - $max_of_s; $j--) 
        { 
            echo $M[$i][$j], " " ; 
        } 
        echo "\n" ;
    } 
} 
  
# Driver code
$M = array(array(0, 1, 1, 0, 1), 
           array(1, 1, 0, 1, 0), 
           array(0, 1, 1, 1, 0), 
           array(1, 1, 1, 1, 0), 
           array(1, 1, 1, 1, 1), 
           array(0, 0, 0, 0, 0)); 
      
$R = 6 ;
$C = 5 ;         
printMaxSubSquare($M, $R, $C); 
  
// This code is contributed by Ryuga
?>


输出:

Maximum size sub-matrix is: 
1 1 1 
1 1 1 
1 1 1 

时间复杂度: O(m * n)其中m是给定矩阵中的行数,n是列数。
辅助空间: O(m * n)其中m是给定矩阵中的行数,n是列数。
算法范例:动态编程