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feat: add needleman–wunsch sequence alignment algorithm (#6707)
Co-authored-by: a <alexanderklmn@gmail.com>
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package com.thealgorithms.dynamicprogramming;
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/**
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* The Needleman–Wunsch algorithm performs global sequence alignment between two strings.
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* It computes the optimal alignment score using dynamic programming,
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* given a scoring scheme for matches, mismatches, and gaps.
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*
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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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public final class NeedlemanWunsch {
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private NeedlemanWunsch() {
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// Utility Class
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}
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/**
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* Computes the Needleman–Wunsch global alignment score between two strings.
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*
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* @param s1 the first string
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* @param s2 the second string
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* @param matchScore score for a character match
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* @param mismatchPenalty penalty for a mismatch (should be negative)
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* @param gapPenalty penalty for inserting a gap (should be negative)
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* @return the optimal alignment score
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*/
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public static int align(String s1, String s2, int matchScore, int mismatchPenalty, int gapPenalty) {
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if (s1 == null || s2 == null) {
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throw new IllegalArgumentException("Input strings must not be null.");
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}
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int n = s1.length();
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int m = s2.length();
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int[][] dp = new int[n + 1][m + 1];
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// Initialize gap penalties for first row and column
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for (int i = 0; i <= n; i++) {
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dp[i][0] = i * gapPenalty;
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}
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for (int j = 0; j <= m; j++) {
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dp[0][j] = j * gapPenalty;
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}
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// Fill the DP matrix
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for (int i = 1; i <= n; i++) {
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for (int j = 1; j <= m; j++) {
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int matchOrMismatch = (s1.charAt(i - 1) == s2.charAt(j - 1)) ? matchScore : mismatchPenalty;
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dp[i][j] = Math.max(Math.max(dp[i - 1][j - 1] + matchOrMismatch, // match/mismatch
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dp[i - 1][j] + gapPenalty // deletion (gap in s2)
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),
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dp[i][j - 1] + gapPenalty // insertion (gap in s1)
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);
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}
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}
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return dp[n][m];
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}
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}
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