You are given coins of different denominations and a total amount of money. Write a function to compute the number of combinations that make up that amount. You may assume that you have infinite number of each kind of coin.

Note: You can assume that

  • 0 <= amount <= 5000
  • 1 <= coin <= 5000
  • the number of coins is less than 500
  • the answer is guaranteed to fit into signed 32-bit integer

Example 1:

Input: amount = 5, coins = [1, 2, 5]
Output: 4
Explanation: there are four ways to make up the amount:
5=5
5=2+2+1
5=2+1+1+1
5=1+1+1+1+1 

Example 2:

Input: amount = 3, coins = [2]
Output: 0
Explanation: the amount of 3 cannot be made up just with coins of 2.

Example 3:

Input: amount = 10, coins = [10]
Output: 1

给定一些不同面值的硬币,和一个钱数。编写函数计算要得到目标金额有多少种不同的硬币组合方式。

322. Coin Change的变形,322题是求最少能用几个硬币组成给的钱数,而这题求的是组成给定钱数总共有多少种不同的方法。

解法:动态规划DP, 建立dp数组,保存能到达当前amount的步数。逐个金额遍历,看只用前i个金额能到达j的步数有多少,实现方法是累加起来dp[当前amount - 第i个金额],最后返回dp[amount]。

State: dp[i], 表示总额为i时的方案数

Function: dp[i] = Σdp[i - coins[j]],  表示总额为i时的方案数 = 总额为i-coins[j]的方案数的加和

Initialize: dp[0] = 1, 表示总额为0时方案数为1

Retrun: dp[n] or dp[-1]

Java:

public class Solution {
public int change(int amount, int[] coins) {
if (coins == null || coins.length == 0) {
return amount == 0? 1: 0;
}
int[] dp = new int[amount + 1];
dp[0] = 1;
for (int i = 0; i < coins.length; i ++) {
for (int j = 1; j <= amount; j ++) {
if (j >= coins[i]) {
dp[j] += dp[j - coins[i]];
}
}
}
return dp[amount];
}
}   

Python:

class Solution(object):
def change(self, amount, coins):
"""
:type amount: int
:type coins: List[int]
:rtype: int
"""
dp = [0] * (amount + 1)
dp[0] = 1
for c in coins:
for x in range(c, amount + 1):
dp[x] += dp[x - c]
return dp[amount] 

扩展思考:将上述代码中的循环顺序对调,即为求不同硬币的排列数(Permutation)

class Solution(object):
def change(self, amount, coins):
"""
:type amount: int
:type coins: List[int]
:rtype: int
"""
dp = [0] * (amount + 1)
dp[0] = 1
for x in range(amount + 1):
for c in coins:
if c > x: continue
dp[x] += dp[x - c]
return dp[amount]  

C++:

class Solution {
public:
int change(int amount, vector<int>& coins) {
vector<int> dp(amount + 1, 0);
dp[0] = 1;
for (int coin : coins) {
for (int i = coin; i <= amount; ++i) {
dp[i] += dp[i - coin];
}
}
return dp[amount];
}
};

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