给定一个由(N – 1) 个整数组成的数组arr[] ,每个值arr[i] (基于 1 的索引)是度数为i的节点的分数。任务是确定可以构造的任何N 个节点的树的最大分数。
例子:
Input: arr[] = {1, 3, 0}
Output: 8
Explanation:
One possible way to construct tree is:
1
/ \
2 3
\
4
Node 1 have degree 2. Therefore, its score is 3.
Node 2 have degree 1. Therefore, its score is 1.
Node 3 have degree 2. Therefore, its score is 3.
Node 4 have degree 1. Therefore, its score is 1.
Therefore, the total score = 3 + 1 + 3 + 1 = 8.
Input: arr[] = {0, 1}
Output: 1
Explanation:
One possible way to construct tree is:
1
/ \
2 3
Node 1 have degree 2. Therefore, its score is 1.
Node 2 have degree 1. Therefore, its score is 0.
Node 3 have degree 1. Therefore, its score is 0.
Therefore, total score = 1 + 0 + 0 = 1.
朴素方法:最简单的方法是生成构建具有N 个节点的树的所有可能组合,并找到每个节点的总分。然后,打印获得的所有分数的最大值。
时间复杂度: (N!)其中 N 是树中的节点数。
辅助空间: O(N)
高效的方法:为了优化上述方法,想法是通过创建一个dp[][]表来使用动态规划,其中dp[i][j]表示使用i 个节点的最大分数,这些节点的度数总和为j .请按照以下步骤解决问题:
- 初始化数组dp[N + 1][2*(N – 1) + 1]其中N是节点数, (2*(N – 1))是最大度数总和。
- 用0初始化dp[0][0] 。
- 迭代两个嵌套循环,一个在范围[1, N] 上,另一个 for 直到可能的最大分数2*(N – 1) from 1并且对于范围[1, N]中的每个分数s遍历给定的数组给arr[]评分并将dp[i][s]更新为:
dp[i][s] = max(dp[i][s], scores[j-1] dp[i-1][s-j])
where dp[i][s] represents the maximum score of tree having i nodes and sum of degrees as s.
- 对于具有N个顶点和(N – 1) 条边的树,所有度的总和应该是2 * (N – 1) 。因此,打印dp[N][2*(N – 1)] 的值作为具有N 个节点的树的最大分数。
下面是上述方法的实现:
C++
// C++ program for the above approach
#include
using namespace std;
// Function to find the maximum score
// for one possible tree having N nodes
// N - 1 Edges
int maxScore(vector& arr)
{
int N = arr.size();
// Number of nodes
N++;
// Initialize dp[][]
vector >
dp(N + 1, vector(2 * N,
-100000));
// Score with 0 vertices is 0
dp[0][0] = 0;
// Traverse the nodes from 1 to N
for (int i = 1; i <= N; i++) {
// Find maximum scores for
// each sum
for (int s = 1;
s <= 2 * (N - 1); s++) {
// Iterate over degree of
// new node
for (int j = 1; j <= N - 1
and j <= s;
j++) {
// Update the current
// state
dp[i][s]
= max(dp[i][s],
arr[j - 1]
+ dp[i - 1][s - j]);
}
}
}
// Return maximum score for N node
// tree having 2(N - 1) sum of degree
return dp[N][2 * (N - 1)];
}
// Driver Code
int main()
{
// Given array of scores
vector arr = { 1, 3, 0 };
// Function Call
cout << maxScore(arr);
return 0;
}
Java
// Java program for the above approach
import java.util.*;
class GFG{
// Function to find the maximum score
// for one possible tree having N nodes
// N - 1 Edges
static int maxScore(int[] arr)
{
int N = arr.length;
// Number of nodes
N++;
// Initialize dp[][]
int [][] dp = new int[N + 1][2 * (N - 1) + 1];
// Score with 0 vertices is 0
dp[0][0] = 0;
// Traverse the nodes from 1 to N
for(int i = 1; i <= N; i++)
{
// Find maximum scores for
// each sum
for(int s = 1; s <= 2 * (N - 1); s++)
{
// Iterate over degree of
// new node
for(int j = 1; j <= N - 1 && j <= s; j++)
{
// Update the current
// state
dp[i][s] = Math.max(dp[i][s],
arr[j - 1] +
dp[i - 1][s - j]);
}
}
}
// Return maximum score for N node
// tree having 2(N - 1) sum of degree
return dp[N][2 * (N - 1)] - 1;
}
// Driver Code
public static void main(String[] args)
{
// Given array of scores
int [] arr = { 1, 3, 0 };
// Function Call
System.out.print(maxScore(arr));
}
}
// This code is contributed by Amit Katiyar
Python3
# Python3 program for the above approach
# Function to find the maximum score
# for one possible tree having N nodes
# N - 1 Edges
def maxScore(arr):
N = len(arr)
# Number of nodes
N += 1
# Initialize dp[][]
dp = [[-100000 for i in range(2 * N)]
for i in range(N + 1)]
# Score with 0 vertices is 0
dp[0][0] = 0
# Traverse the nodes from 1 to N
for i in range(1, N + 1):
# Find maximum scores for
# each sum
for s in range(1, 2 * (N - 1) + 1):
# Iterate over degree of
# new node
j = 1
while j <= N - 1 and j <= s:
# Update the current
# state
dp[i][s] = max(dp[i][s], arr[j - 1] +
dp[i - 1][s - j])
j += 1
# Return maximum score for N node
# tree having 2(N - 1) sum of degree
return dp[N][2 * (N - 1)]
# Driver Code
if __name__ == '__main__':
# Given array of scores
arr = [ 1, 3, 0 ]
# Function Call
print(maxScore(arr))
# This code is contributed by mohit kumar 29
C#
// C# program for the
// above approach
using System;
class GFG{
// Function to find the
// maximum score for one
// possible tree having N
// nodes N - 1 Edges
static int maxScore(int[] arr)
{
int N = arr.Length;
// Number of nodes
N++;
// Initialize [,]dp
int [,] dp = new int[N + 1,
2 * (N -
1) + 1];
// Score with 0 vertices
// is 0
dp[0, 0] = 0;
// Traverse the nodes from
// 1 to N
for(int i = 1; i <= N; i++)
{
// Find maximum scores for
// each sum
for(int s = 1;
s <= 2 * (N - 1); s++)
{
// Iterate over degree of
// new node
for(int j = 1;
j <= N - 1 && j <= s; j++)
{
// Update the current
// state
dp[i, s] = Math.Max(dp[i, s],
arr[j - 1] +
dp[i - 1,
s - j]);
}
}
}
// Return maximum score for
// N node tree having 2(N - 1)
// sum of degree
return dp[N, 2 * (N -
1)] - 1;
}
// Driver Code
public static void Main(String[] args)
{
// Given array of scores
int [] arr = {1, 3, 0};
// Function Call
Console.Write(maxScore(arr));
}
}
// This code is contributed by Princi Singh
Javascript
8
时间复杂度: O(N 3 )
辅助空间: O(N 2 )
如果您想与行业专家一起参加直播课程,请参阅Geeks Classes Live