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Added Edit Distance Algorithm in Dynamic-Programming (#402)
* DP Edit Distance Algorithm * Update EditDistance.js Co-authored-by: vinayak <itssvinayak@gmail.com>
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61
Dynamic-Programming/EditDistance.js
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61
Dynamic-Programming/EditDistance.js
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/*
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Wikipedia -> https://en.wikipedia.org/wiki/Edit_distance
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Q. -> Given two strings `word1` and `word2`. You can perform these operations on any of the string to make both strings similar.
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- Insert
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- Remove
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- Replace
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Find the minimum operation cost required to make both same. Each operation cost is 1.
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Algorithm details ->
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time complexity - O(n*m)
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space complexity - O(n*m)
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*/
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const minimumEditDistance = (word1, word2) => {
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const n = word1.length
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const m = word2.length
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const dp = new Array(m + 1).fill(0).map(item => [])
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/*
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fill dp matrix with default values -
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- first row is filled considering no elements in word2.
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- first column filled considering no elements in word1.
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*/
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for (let i = 0; i < n + 1; i++) {
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dp[0][i] = i
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}
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for (let i = 0; i < m + 1; i++) {
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dp[i][0] = i
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}
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/*
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indexing is 1 based for dp matrix as we defined some known values at first row and first column/
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*/
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for (let i = 1; i < m + 1; i++) {
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for (let j = 1; j < n + 1; j++) {
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const letter1 = word1[j - 1]
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const letter2 = word2[i - 1]
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if (letter1 === letter2) {
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dp[i][j] = dp[i - 1][j - 1]
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} else {
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dp[i][j] = Math.min(dp[i - 1][j], dp[i - 1][j - 1], dp[i][j - 1]) + 1
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}
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}
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}
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return dp[m][n]
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}
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const main = () => {
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console.log(minimumEditDistance('horse', 'ros'))
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console.log(minimumEditDistance('cat', 'cut'))
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console.log(minimumEditDistance('', 'abc'))
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console.log(minimumEditDistance('google', 'glgool'))
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}
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main()
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