/** * File: coin_change.c * Created Time: 2023-10-02 * Author: Zuoxun (845242523@qq.com) */ #include "../utils/common.h" /* Find minimum value */ int myMin(int a, int b) { return a < b ? a : b; } /* Coin change: Dynamic programming */ int coinChangeDP(int coins[], int amt, int coinsSize) { int n = coinsSize; int MAX = amt + 1; // Initialize dp table int **dp = malloc((n + 1) * sizeof(int *)); for (int i = 0; i <= n; i++) { dp[i] = calloc(amt + 1, sizeof(int)); } // State transition: first row and first column for (int a = 1; a <= amt; a++) { dp[0][a] = MAX; } // State transition: the rest of the rows and columns for (int i = 1; i <= n; i++) { for (int a = 1; a <= amt; a++) { if (coins[i - 1] > a) { // If exceeding the target amount, do not choose coin i dp[i][a] = dp[i - 1][a]; } else { // The smaller value between not choosing and choosing coin i dp[i][a] = myMin(dp[i - 1][a], dp[i][a - coins[i - 1]] + 1); } } } int res = dp[n][amt] != MAX ? dp[n][amt] : -1; // Free memory for (int i = 0; i <= n; i++) { free(dp[i]); } free(dp); return res; } /* Coin change: Space-optimized dynamic programming */ int coinChangeDPComp(int coins[], int amt, int coinsSize) { int n = coinsSize; int MAX = amt + 1; // Initialize dp table int *dp = malloc((amt + 1) * sizeof(int)); for (int j = 1; j <= amt; j++) { dp[j] = MAX; } dp[0] = 0; // State transition for (int i = 1; i <= n; i++) { for (int a = 1; a <= amt; a++) { if (coins[i - 1] > a) { // If exceeding the target amount, do not choose coin i dp[a] = dp[a]; } else { // The smaller value between not choosing and choosing coin i dp[a] = myMin(dp[a], dp[a - coins[i - 1]] + 1); } } } int res = dp[amt] != MAX ? dp[amt] : -1; // Free memory free(dp); return res; } /* Driver code */ int main() { int coins[] = {1, 2, 5}; int coinsSize = sizeof(coins) / sizeof(coins[0]); int amt = 4; // Dynamic programming int res = coinChangeDP(coins, amt, coinsSize); printf("Minimum number of coins required to reach the target amount = %d\n", res); // Space-optimized dynamic programming res = coinChangeDPComp(coins, amt, coinsSize); printf("Minimum number of coins required to reach the target amount = %d\n", res); return 0; }