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📜  创建最小子序列的成本,相邻元素之间的差异之和最大

📅  最后修改于: 2021-09-07 02:18:45             🧑  作者: Mango

给定两个N整数数组arr[]costArray[] ,表示与每个元素关联的移除成本。任务是从给定的成本最低的数组中找到子序列,使得相邻元素之间的差异之和最大。在移除每个元素时,会产生成本。
例子:

天真的方法:
天真的方法只是通过递归生成它们来检查所有子序列,它需要 O(2^N) 的复杂度,这是非常高的复杂度。并从中选择满足上述条件的子序列,其绝对和最大,长度最小,如上所述。
有效的方法:

  1. 我们可以观察这种模式,让我们假设三个数字 a, b, c 使得 a = L, b = L + 6, c = L + 10(这里 L 是任意整数)。如果它们在一个接一个的连续模式中,例如 a、b、c(这样 a < b < c)。
  2. 然后
  1. 在这里我们可以移除中间元素以减小原始序列的大小。
  2. 这样,通过从序列中移除中间元素来减小数组的大小不会影响求和,也会减少序列的长度。
  3. 将所有删除的元素存储在集合中。添加移除元素的成本。最后,通过排除删除的元素来计算和序列。
  4. 然后打印子序列的元素和产生的成本的总和。

通过这种方式,我们将指数复杂度 O(2^N) 降低到线性复杂度 O(N)。

下面是上述方法的实现:

C++
#include 
using namespace std;
 
void costOfSubsequence(
    int N, int arr[],
    int costArray[])
{
    int i, temp;
    // initializing cost=0
    int cost = 0;
 
    // to store the removed
    // element
    set removedElements;
 
    // this will store the sum
    // of the subsequence
    int ans = 0;
 
    // checking all the element
    // of the vector
    for (i = 1; i < (N - 1); i++) {
        // storing the value of
        // arr[i] in temp variable
        temp = arr[i];
 
        // if the situation like
        // arr[i-1]arr[i]>arr[i+1] occur
        // remove arr[i] i.e, temp
        // from sequence
        if (((arr[i - 1] < temp)
             && (temp < arr[i + 1]))
            || ((arr[i - 1] > temp)
                && (temp > arr[i + 1]))) {
            // insert the element in the set
            // removedElements
            removedElements.insert(temp);
        }
    }
    for (i = 0; i < (N); i++) {
        // storing the value of
        // arr[i] in temp
        temp = arr[i];
        // taking the element not
        // in removedElements
        if (!(removedElements.count(temp) > 0)) {
            // adding the value of elements
            // of subsequence
            ans += arr[i];
        }
        else {
            // if we have to remove
            // the element then we
            // need to add the  cost
            // associated with the
            // element
            cost += costArray[i];
        }
    }
 
    // printing the sum of
    // the subsecquence with
    // minimum length possible
    cout << ans << ", ";
    // printing the cost incurred
    // in creating subsequence
    cout << cost << endl;
}
 
// Driver code
int main()
{
 
    int N;
    N = 4;
    int arr[N]
        = { 1, 3, 4, 2 };
    int costArray[N]
        = { 0, 1, 0, 0 };
 
    // calling the function
    costOfSubsequence(
        N, arr,
        costArray);
 
    return 0;
}


Java
import java.util.*;
class GFG{
     
public static void costOfSubsequence(int N, int[] arr,
                                     int[] costArray)
{
    int i, temp;
     
    // Initializing cost=0
    int cost = 0;
     
    // To store the removed
    // element
    Set removedElements = new HashSet();
     
    // This will store the sum
    // of the subsequence
    int ans = 0;
     
    // Checking all the element
    // of the vector
    for(i = 1; i < (N - 1); i++)
    {
         
       // Storing the value of
       // arr[i] in temp variable
       temp = arr[i];
        
       // If the situation like
       // arr[i-1]arr[i]>arr[i+1] occur
       // remove arr[i] i.e, temp
       // from sequence
       if (((arr[i - 1] < temp) &&
          (temp < arr[i + 1])) ||
           ((arr[i - 1] > temp) &&
          (temp > arr[i + 1])))
       {
            
           // Insert the element in the set
           // removedElements
           removedElements.add(temp);
       }
    }
    for(i = 0; i < (N); i++)
    {
        
       // Storing the value of
       // arr[i] in temp
       temp = arr[i];
        
       // Taking the element not
       // in removedElements
       if (!(removedElements.contains(temp)))
       {
            
           // Adding the value of elements
           // of subsequence
           ans += arr[i];
       }
       else
       {
            
           // If we have to remove
           // the element then we
           // need to add the cost
           // associated with the
           // element
           cost += costArray[i];
       }
    }
     
    // Printing the sum of
    // the subsecquence with
    // minimum length possible
    System.out.print(ans + ", ");
     
    // Printing the cost incurred
    // in creating subsequence
    System.out.print(cost);
}
 
// Driver code
public static void main(String[] args)
{
    int N;
    N = 4;
     
    int[] arr = { 1, 3, 4, 2 };
    int[] costArray = { 0, 1, 0, 0 };
     
    // Calling the function
    costOfSubsequence(N, arr, costArray);
}
}
 
// This code is contributed by divyeshrabadiya07


Python3
def costOfSubsequence(N, arr, costArray):
     
    # Initializing cost=0
    i, temp, cost = 0, 0, 0
 
    # To store the removed
    # element
    removedElements = {''}
 
    # This will store the sum
    # of the subsequence
    ans = 0
 
    # Checking all the element
    # of the vector
    for i in range(1, N - 1):
         
        # Storing the value of
        # arr[i] in temp variable
        temp = arr[i]
 
        # If the situation like
        # arr[i-1]arr[i]>arr[i+1] occur
        # remove arr[i] i.e, temp
        # from sequence
        if (((arr[i - 1] < temp) and
            (temp < arr[i + 1])) or
            ((arr[i - 1] > temp) and
            (temp > arr[i + 1]))) :
                 
            # Insert the element in the set
            # removedElements
            removedElements.add(temp)
 
    for i in range(0, N):
         
        # Storing the value of
        # arr[i] in temp
        temp = arr[i]
         
        # Taking the element not
        # in removedElements
        if(temp not in removedElements):
             
            # Adding the value of elements
            # of subsequence
            ans = ans + arr[i]
        else:
             
            # If we have to remove
            # the element then we
            # need to add the cost
            # associated with the
            # element
            cost += costArray[i]
 
    # Printing the sum of
    # the subsequence with
    # minimum length possible
    print(ans, end = ", ")
     
    # Printing the cost incurred
    # in creating subsequence
    print(cost)
 
# Driver code
N = 4
arr = [ 1, 3, 4, 2 ]
costArray = [ 0, 1, 0, 0 ]
 
# Calling the function
costOfSubsequence(N, arr, costArray)
 
# This code is contributed by Sanjit_Prasad


C#
using System;
using System.Collections.Generic;
 
class GFG{
     
public static void costOfSubsequence(int N, int[] arr,
                                     int[] costArray)
{
    int i, temp;
     
    // Initializing cost=0
    int cost = 0;
     
    // To store the removed
    // element
    HashSet removedElements = new HashSet();
     
    // This will store the sum
    // of the subsequence
    int ans = 0;
     
    // Checking all the element
    // of the vector
    for(i = 1; i < (N - 1); i++)
    {
         
        // Storing the value of
        // arr[i] in temp variable
        temp = arr[i];
             
        // If the situation like
        // arr[i-1]arr[i]>arr[i+1] occur
        // remove arr[i] i.e, temp
        // from sequence
        if (((arr[i - 1] < temp) &&
            (temp < arr[i + 1])) ||
            ((arr[i - 1] > temp) &&
            (temp > arr[i + 1])))
        {
                 
            // Insert the element in the set
            // removedElements
            removedElements.Add(temp);
        }
    }
    for(i = 0; i < (N); i++)
    {
         
        // Storing the value of
        // arr[i] in temp
        temp = arr[i];
             
        // Taking the element not
        // in removedElements
        if (!(removedElements.Contains(temp)))
        {
             
            // Adding the value of elements
            // of subsequence
            ans += arr[i];
        }
        else
        {
             
            // If we have to remove
            // the element then we
            // need to add the cost
            // associated with the
            // element
            cost += costArray[i];
        }
    }
     
    // Printing the sum of
    // the subsequence with
    // minimum length possible
    Console.Write(ans + ", ");
     
    // Printing the cost incurred
    // in creating subsequence
    Console.Write(cost);
}
 
// Driver code
public static void Main(String[] args)
{
    int N;
    N = 4;
     
    int[] arr = { 1, 3, 4, 2 };
    int[] costArray = { 0, 1, 0, 0 };
     
    // Calling the function
    costOfSubsequence(N, arr, costArray);
}
}
 
// This code is contributed by Amit Katiyar


输出:
7, 1

时间复杂度: O(N)

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