Substring Diff : Challenge | Dynamic Programming | Algorithms | HackerRank


Substring Diff : Challenge | Dynamic Programming | Algorithms | HackerRank
Given two strings of length n, P = p1p2...pn and Q = q1q2...qn, we define M(i,j,k) as the number of mismatches between p(i),p(i+1),...p(i+k1) and q(j),q(j+1)...,q(j+k1). That is, in set notation, M(i,j,k) refers to the size of the set
{0 <= x < k, p[i+x]| ≠ q[j+x]}  
Given an integer S, your task is to find the maximum length L, such that there exists a pair of indices (i,j) for which we have M(i,j,L)S. Of course, we should also have i+L1n and j+L1n.

https://www.quora.com/What-is-the-algorithmic-approach-to-solve-hackerrank-problem-Substring-Diff
    private int solveFast() {
        int maxLen = 0;
        for (int i = 0; i < n; i++) {
            int m = solveFastSegment(i, 0);
            maxLen = Math.max(maxLen,  m);
        }
        for (int j = 0; j < n; j++) {
            int m = solveFastSegment(0, j);
            maxLen = Math.max(maxLen,  m);
        }
        return maxLen;
    }

    private int solveFastSegment(int i, int j) {
        int len = Math.min(n - i, n - j);
        short[] d = new short[len];
        for (int k = 0; k < len; k++) {
            d[k] = (short) ((a[i + k] != b[j + k]) ? 1 : 0);
        }

        int l = 0;
        int sumMismatch = 0;
        int answer = 0;
        for (int r = 0; r < len; r++) {
            // let's add it to the sum anyway
            sumMismatch += d[r];

            // do we need to advance l now?
            while (sumMismatch > maxMismatch) {
                sumMismatch -= d[l++];
            }

            // update answer
            answer = Math.max(answer, r - l + 1);
        }

        return answer;
    }
Note that the O(N³) solution is pretty straightforward. For every (i,j) pair, find the largest value of L such that M(i,j,L) ≤ k. Since there are O(N²) such pairs and you need O(N) operations to calculate maximum L for each pair (You only need one operation to calculate M(i,j,L+1) when you have M(i,j,L) calculated already), the entire algorithm takes O(N³) time.
https://codepair.hackerrank.com/paper/iaItDyWm?b=eyJyb2xlIjoiY2FuZGlkYXRlIiwibmFtZSI6ImplZmZlcnl5dWFuIiwiZW1haWwiOiJ5dWFueXVuLmtlbm55QGdtYWlsLmNvbSJ9
    private int solveNaive() {

        int maxLen = 0;
        for (int i = 0; i < n; i++)
            for (int j = 0; j < n; j++) {
                int mismatch = 0;
                for (int k = 0; i + k < n && j + k < n; k++) {
                    if (a[i + k] != b[j + k]) {
                        mismatch++;
                    }

                    if (mismatch <= maxMismatch) {
                        maxLen = Math.max(maxLen, k + 1);
                    }
                }
            }

        return maxLen;
    }

http://www.cnblogs.com/tonix/p/4486645.html

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