为什么我的三序列最长公共子序列逻辑不够健壮?

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英文:

Why my logic for Longest Common Subsequence for 3 sequences is not robust?

问题

我对这个问题和我的解决方案有一个问题。给定三个序列 a、b、c - 我使用了找到每对(a, b)、(b, c)和(c, a))的最长公共子序列值的逻辑。然后找到这三个值中的最小值。这应该给我们最长的公共子序列值。

我想知道为什么我的解决方案不够健壮?我使用的代码如下(使用JAVA编写)。

驱动代码

            int result1 = DynamicProgramming.longestCommonSequence(a, b);
            int result2 = DynamicProgramming.longestCommonSequence(b, c);
            int result3 = DynamicProgramming.longestCommonSequence(c, a);
    
            int temp = Math.min(result1, result2);
    
            System.out.println(Math.min(result3, temp));

程序逻辑

    public static int longestCommonSequence(int[] a, int[] b) {
    
    
            int[][] aS = new int[a.length + 1][b.length + 1];
            int tempAS;
    
            for (int i = 0; i < aS.length; i++)
                for (int j = 0; j < aS[0].length; j++) {
    
                    if (i == 0) {
                        aS[i][j] = j;
                    } else if (j == 0) {
                        aS[i][j] = i;
                    } else {
    
                        int ins = aS[i][j - 1] + 1;
                        int del = aS[i - 1][j] + 1;
                        int mat = aS[i - 1][j - 1];
    
                        tempAS = Math.min(ins, del);
    
                        if (a[i - 1] == b[j - 1])
                            aS[i][j] = Math.min(mat, tempAS);
                        else
                            aS[i][j] = tempAS;
                    }
                }
            return (a.length + b.length - aS[a.length][b.length]) / 2;
        }

这个程序在我尝试的所有测试案例中都有效。但是当我将它提交到一个在线自动测试器时,它在最后一个测试案例(edx课程)上失败了。我无法想象出解决方案失败的情况。任何帮助将不胜感激。

我们可以假设所有输入值都是有效的整数,数组a、b、c不为空。

PS:我已经找到了一个通过所有测试的替代解决方案。但我很好奇我的逻辑中的缺陷在哪里。谢谢。

英文:

I have a question regarding this problem and my solution. Given three sequences a,b,c - I used the logic of finding the longest common sub-sequence value of each pair (a,b), (b,c) and (c,a). Then finding the minimum of the three. Which should give us the longest common sub-sequence value.

I was wondering why my solution would not be robust? The code I used is below (in JAVA).

DRIVER CODE:

        int result1 = DynamicProgramming.longestCommonSequence(a, b);
        int result2 = DynamicProgramming.longestCommonSequence(b, c);
        int result3 = DynamicProgramming.longestCommonSequence(c, a);

        int temp = Math.min(result1, result2);

        System.out.println(Math.min(result3, temp));

PROGRAM LOGIC:

public static int longestCommonSequence(int[] a, int[] b) {


        int[][] aS = new int[a.length + 1][b.length + 1];
        int tempAS;

        for (int i = 0; i < aS.length; i++)
            for (int j = 0; j < aS[0].length; j++) {

                if (i == 0) {
                    aS[i][j] = j;
                } else if (j == 0) {
                    aS[i][j] = i;
                } else {

                    int ins = aS[i][j - 1] + 1;
                    int del = aS[i - 1][j] + 1;
                    int mat = aS[i - 1][j - 1];

                    tempAS = Math.min(ins, del);

                    if (a[i - 1] == b[j - 1])
                        aS[i][j] = Math.min(mat, tempAS);
                    else
                        aS[i][j] = tempAS;
                }
            }
        return (a.length + b.length - aS[a.length][b.length]) / 2;
    }

The program works in all test cases I have tried. But when I submitted it to an online automatic tester it failed on the last test case(edx course). I am unable to think of a situation where the solution would fail. Any help would be greatly appreciated.

We can assume that all input values are valid integers and the arrays a,b,c are not null.

PS: I have already found and alternate solution that passes all the tests. But I was curious to know the flaw in my logic. Thanks.

答案1

得分: 3

如果字符串a是aaaaaaabbbbbbb,字符串b是bbbbbbbbccccccc,字符串c是cccccccaa
aaaaaa,则(a,b)有一个长度为7的公共子序列,(b,c)有一个长度为7的公共子序列,
(c,a)有一个长度为7的公共子序列,但是是否存在一个在这三者中都是公共的子序列呢?
(答案:没有...因此仅仅取这三个成对比较的最小值的想法是有缺陷的)

英文:

if string a was aaaaaaaabbbbbbb

and string b was bbbbbbbbccccccc

and string c was ccccccccaaaaaaa

then (a,b) have a common subsequence of length 7
and (b,c) have a common subsequence of length 7
and (c,a) have a common subsequence of length 7

but is there a subsequence that is common to all 3?
(Answer: no... and so the idea of just taking the min of the 3 pairwise comparisons is flawed)

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  • 本文由 发表于 2020年9月4日 16:00:07
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