67 lines
2.0 KiB
JavaScript
67 lines
2.0 KiB
JavaScript
/**
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* File: coin_change.js
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* Created Time: 2023-08-23
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* Author: Gaofer Chou (gaofer-chou@qq.com)
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*/
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/* Coin change: Dynamic programming */
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function coinChangeDP(coins, amt) {
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const n = coins.length;
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const MAX = amt + 1;
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// Initialize dp table
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const dp = Array.from({ length: n + 1 }, () =>
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Array.from({ length: amt + 1 }, () => 0)
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);
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// State transition: first row and first column
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for (let a = 1; a <= amt; a++) {
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dp[0][a] = MAX;
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}
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// State transition: the rest of the rows and columns
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for (let i = 1; i <= n; i++) {
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for (let a = 1; a <= amt; a++) {
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if (coins[i - 1] > a) {
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// If exceeding the target amount, do not choose coin i
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dp[i][a] = dp[i - 1][a];
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} else {
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// The smaller value between not choosing and choosing coin i
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dp[i][a] = Math.min(dp[i - 1][a], dp[i][a - coins[i - 1]] + 1);
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}
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}
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}
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return dp[n][amt] !== MAX ? dp[n][amt] : -1;
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}
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/* Coin Change: Space-optimized dynamic programming */
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function coinChangeDPComp(coins, amt) {
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const n = coins.length;
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const MAX = amt + 1;
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// Initialize dp table
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const dp = Array.from({ length: amt + 1 }, () => MAX);
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dp[0] = 0;
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// State transition
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for (let i = 1; i <= n; i++) {
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for (let a = 1; a <= amt; a++) {
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if (coins[i - 1] > a) {
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// If exceeding the target amount, do not choose coin i
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dp[a] = dp[a];
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} else {
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// The smaller value between not choosing and choosing coin i
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dp[a] = Math.min(dp[a], dp[a - coins[i - 1]] + 1);
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}
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}
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}
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return dp[amt] !== MAX ? dp[amt] : -1;
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}
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/* Driver Code */
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const coins = [1, 2, 5];
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const amt = 4;
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// Dynamic programming
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let res = coinChangeDP(coins, amt);
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console.log(`凑到目标金额所需的最少硬币数量为 ${res}`);
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// Space-optimized dynamic programming
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res = coinChangeDPComp(coins, amt);
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console.log(`凑到目标金额所需的最少硬币数量为 ${res}`);
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