/** * File: coin_change.java * Created Time: 2023-07-11 * Author: krahets (krahets@163.com) */ package chapter_dynamic_programming; import java.util.Arrays; public class coin_change { /* Coin change: Dynamic programming */ static int coinChangeDP(int[] coins, int amt) { int n = coins.length; int MAX = amt + 1; // Initialize dp table int[][] dp = new int[n + 1][amt + 1]; // 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] = Math.min(dp[i - 1][a], dp[i][a - coins[i - 1]] + 1); } } } return dp[n][amt] != MAX ? dp[n][amt] : -1; } /* Coin change: Space-optimized dynamic programming */ static int coinChangeDPComp(int[] coins, int amt) { int n = coins.length; int MAX = amt + 1; // Initialize dp table int[] dp = new int[amt + 1]; Arrays.fill(dp, 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] = Math.min(dp[a], dp[a - coins[i - 1]] + 1); } } } return dp[amt] != MAX ? dp[amt] : -1; } public static void main(String[] args) { int[] coins = { 1, 2, 5 }; int amt = 4; // Dynamic programming int res = coinChangeDP(coins, amt); System.out.println("The minimum number of coins required to make up the target amount is " + res); // Space-optimized dynamic programming res = coinChangeDPComp(coins, amt); System.out.println("The minimum number of coins required to make up the target amount is " + res); } }