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Dynamic Programming Solution in JS
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// Coin Change - Minimum number of coins | |
function coinChange(coins, W) { | |
let cache = [0]; | |
for (let j = 1; j <= W; j++) { | |
cache[j] = Number.MAX_VALUE; | |
} | |
for (let i = 0; i < coins.length; i++) { | |
for (let j = coins[i]; j <= W; j++) { | |
cache[j] = Math.min(cache[j - coins[i]] + 1, cache[j]); | |
} | |
} | |
return cache[W] == Number.MAX_VALUE ? -1 : cache[W]; | |
} | |
console.log(coinChange([2,5,10,1],27)); // 4 |
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// Coin Change 2 - Number of ways | |
function coinChange2(coins, W) { | |
let cache = [1]; | |
for (let j = 1; j <= W; j++) { | |
cache[j] = 0; | |
} | |
for (let i = 0; i < coins.length; i++) { | |
for (let j = coins[i]; j <= W; j++) { | |
cache[j] = cache[j] + cache[j - coins[i]]; | |
} | |
} | |
return cache[W]; | |
} | |
console.log(coinChange2([2, 7, 13], 500)); // 717 |
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// Longest Common Subsequence | |
function lcs(s1, s2) { | |
let cache = []; | |
for (let i = -1; i < s1.length; i++) { | |
cache[i] = []; | |
for (let j = -1; j < s2.length; j++) { | |
cache[i][j] = 0; | |
} | |
} | |
for (let i = 0; i < s1.length; i++) { | |
for (let j = 0; j < s2.length; j++) { | |
if (s1[i] === s2[j]) { | |
cache[i][j] = cache[i - 1][j - 1] + 1; | |
} else { | |
cache[i][j] = Math.max(cache[i - 1][j], cache[i][j - 1]); | |
} | |
} | |
} | |
return cache[s1.length - 1][s2.length - 1]; | |
} | |
console.log(lcs("AGGTAB", "GXTXAYB")); |
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// Longest Increasing Subsequence | |
function lis(s) { | |
if (s.length == 0) return 0; | |
let cache = []; | |
let result = 1; | |
for (let i = 0; i < s.length; i++) { | |
cache[i] = 1; | |
for (let j = i - 1; j >= 0; j--) { | |
if (s[i] > s[j] && cache[j] + 1 > cache[i]) { | |
cache[i] = cache[j] + 1; | |
if (cache[i] > result) result = cache[i]; | |
} | |
} | |
} | |
return result; | |
} | |
console.log(lis([10, 1, 5, 6, 2, 3, 4])); |
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// Knapsack 0-1, Knapsack multiple | |
function maxKnapsack(weights, values, W, multiple = false) { | |
let cache = []; | |
for (let i = -1; i < weights.length; i++) { | |
cache[i] = []; | |
for (let j = 0; j <= W; j++) { | |
cache[i][j] = 0; | |
} | |
} | |
for (let i = 0; i < weights.length; i++) { | |
for (let j = 1; j <= W; j++) { | |
if (weights[i] <= j) { | |
let included = values[i] + cache[i - 1 + multiple * 1][j - weights[i]]; | |
let excluded = cache[i - 1][j]; | |
cache[i][j] = Math.max(included, excluded); | |
} else cache[i][j] = cache[i - 1][j]; | |
} | |
} | |
return cache[weights.length - 1][W]; | |
} | |
console.log(maxKnapsack([12, 2, 1, 1, 4], [4, 2, 1, 2, 10], 15, true)); |
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