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📜  通过翻转矩阵的列来最大化由相等元素组成的行数

📅  最后修改于: 2021-04-23 18:26:54             🧑  作者: Mango

给定大小为N * M的二进制矩阵mat [] [] ,任务是通过选择矩阵的任意列并在每次操作中翻转该列的所有元素,来最大化仅包含相等元素的行数。打印可形成相等元素的最大行数。

例子:

天真的方法:解决此问题的最简单方法是,对选择列组合并翻转其元素的每种可能方式,仅计算包含相等元素的行数。最后,打印以上任何组合的最大计数。
时间复杂度: O(N * M * 2 M )
辅助空间: O(N * M)

高效方法:为了优化上述方法,该思想基于以下事实:如果一行是另一行的1的补码,或者两行都相同,则仅通过执行给定的操作。

请按照以下步骤解决问题:

  • 初始化一个变量,例如cntMaxRows ,以存储仅包含相等元素的最大行数。
  • 初始化一个映射,例如mp ,以存储矩阵的所有可能的行。
  • 遍历矩阵的每一行并将其存储在Map中
  • 使用变量row遍历矩阵的每一。计算1和更新cntMaxRows =的补体最大值(cntMaxRows,熔点[行] +熔点[1’s_comp_row])
  • 最后,打印cntMaxRows的值。

下面是我们方法的实现:

C++
// C++ program to implement
// the above approach
#include 
using namespace std;
 
// Function to find the maximum number
// of rows containing all equal elements
int maxEqrows(vector >& mat,
              int N, int M)
{
 
    // Store each row of the matrix
    map, int> mp;
 
    // Traverse each row of the matrix
    for (int i = 0; i < N; i++) {
 
        // Update frequency of
        // current row
        mp[mat[i]]++;
    }
 
    // Stores maximum count of rows
    // containing all equal elements
    int cntMaxRows = 0;
 
    // Traverse each row of the matrix
    for (int i = 0; i < N; i++) {
 
        // Stores 1's complement
        // of the current row
        vector onesCompRow(M, 0);
 
        // Traverse current row
        // of the given matrix
        for (int j = 0; j < M; j++) {
 
            // Stores 1s complement of
            // mat[i][j]
            onesCompRow[j]
                = (mat[i][j] ^ 1);
        }
 
        // Update cntMaxRows
        cntMaxRows = max(cntMaxRows,
                         mp[mat[i]] + mp[onesCompRow]);
    }
 
    return cntMaxRows;
}
 
// Driver Code
int main()
{
    vector > mat
        = { { 0, 1, 0, 0, 1 },
            { 1, 1, 0, 1, 1 },
            { 1, 0, 1, 1, 0 } };
 
    // Stores count of rows
    int N = mat.size();
 
    // Stores count of columns
    int M = mat[0].size();
 
    cout << maxEqrows(mat, N, M);
}


Java
// Java program to implement
import java.util.*;
class GFG
{
  // Function to find the maximum number
  // of rows containing all equal elements
  static int maxEqrows(Vector> mat,
                       int N, int M)
  {
 
    // Store each row of the matrix
    HashMap, Integer> mp = new HashMap<>();
 
    // Traverse each row of the matrix
    for (int i = 0; i < N; i++)
    {
 
      // Update frequency of
      // current row
      if(mp.containsKey(mat.get(i)))
      {
        mp.put(mat.get(i), mp.get(mat.get(i)) + 1);
      }
      else
      {
        mp.put(mat.get(i), 1);
      }
    }
 
    // Stores maximum count of rows
    // containing all equal elements
    int cntMaxRows = 0;
 
    // Traverse each row of the matrix
    for (int i = 0; i < N; i++)
    {
 
      // Stores 1's complement
      // of the current row
      Vector onesCompRow = new Vector();
      for(int j = 0; j < M; j++)
      {
        onesCompRow.add(0);
      }
 
      // Traverse current row
      // of the given matrix
      for (int j = 0; j < M; j++)
      {
 
        // Stores 1s complement of
        // mat[i][j]
        onesCompRow.set(j, mat.get(i).get(j) ^ 1);
      }
 
      // Update cntMaxRows
      if(!mp.containsKey(mat.get(i)))
      {
        cntMaxRows = Math.max(cntMaxRows, mp.get(onesCompRow));
      }
      else if(!mp.containsKey(onesCompRow))
      {
        cntMaxRows = Math.max(cntMaxRows, mp.get(mat.get(i)));
      }
      else
      {
        cntMaxRows = Math.max(cntMaxRows, mp.get(mat.get(i)) +
                              mp.get(onesCompRow));
      }
    }
    return cntMaxRows;
  }
 
  // Driver code
  public static void main(String[] args)
  {
    Vector> mat = new Vector>();
    mat.add(new Vector());
    mat.add(new Vector());
    mat.add(new Vector());
    mat.get(0).add(0);
    mat.get(0).add(1);
    mat.get(0).add(0);
    mat.get(0).add(0);
    mat.get(0).add(1);       
    mat.get(1).add(1);
    mat.get(1).add(1);
    mat.get(1).add(0);
    mat.get(1).add(1);
    mat.get(1).add(1);
    mat.get(2).add(1);
    mat.get(2).add(0);
    mat.get(2).add(1);
    mat.get(2).add(1);
    mat.get(2).add(0);
 
    // Stores count of rows
    int N = mat.size();
 
    // Stores count of columns
    int M = mat.get(0).size();    
    System.out.println(maxEqrows(mat, N, M));
  }
}
 
// This code is contributed by divyesh072019


C#
// C# program to implement
// the above approach
using System;
using System.Collections.Generic; 
class GFG {
 
  // Function to find the maximum number
  // of rows containing all equal elements
  static int maxEqrows(List> mat, int N, int M)
  {
 
    // Store each row of the matrix
    Dictionary, int> mp = new Dictionary, int>();
 
    // Traverse each row of the matrix
    for (int i = 0; i < N; i++) {
 
      // Update frequency of
      // current row
      if(mp.ContainsKey(mat[i]))
      {
        mp[mat[i]]++;
      }
      else{
        mp[mat[i]] = 1;
      }
    }
 
    // Stores maximum count of rows
    // containing all equal elements
    int cntMaxRows = 0;
 
    // Traverse each row of the matrix
    for (int i = 0; i < N; i++) {
 
      // Stores 1's complement
      // of the current row
      List onesCompRow = new List();
      for(int j = 0; j < M; j++)
      {
        onesCompRow.Add(0);
      }
 
      // Traverse current row
      // of the given matrix
      for (int j = 0; j < M; j++) {
 
        // Stores 1s complement of
        // mat[i][j]
        onesCompRow[j] = (mat[i][j] ^ 1);
      }
 
      // Update cntMaxRows
      if(!mp.ContainsKey(mat[i]))
      {
        cntMaxRows = Math.Max(cntMaxRows, mp[onesCompRow] + 1);
      }
      else if(!mp.ContainsKey(onesCompRow))
      {
        cntMaxRows = Math.Max(cntMaxRows, mp[mat[i]] + 1);
      }
      else{
        cntMaxRows = Math.Max(cntMaxRows, mp[mat[i]] + mp[onesCompRow] + 1);
      }
    }
 
    return cntMaxRows;
  }
 
  // Driver code
  static void Main() {
    List> mat = new List>();
    mat.Add(new List { 0, 1, 0, 0, 1 });
    mat.Add(new List { 1, 1, 0, 1, 1 });
    mat.Add(new List { 1, 0, 1, 1, 0 });
 
    // Stores count of rows
    int N = mat.Count;
 
    // Stores count of columns
    int M = mat[0].Count;
 
    Console.WriteLine(maxEqrows(mat, N, M));
  }
}
 
// This code is contributed by divyeshrabadiya07


输出:
2

时间复杂度: O(N * M)
辅助空间: O(M)