AlgoViz

Longest Common Subsequence

Medium

Grid DP · match → diagonal+1, else max(up, left)

In simple words

Match two strings letter by letter, reusing answers for their shorter pieces in a grid.

The idea

Fill a grid where dp[i][j] is the LCS of the first i and first j characters. If the characters match, extend the diagonal; otherwise take the better of dropping one character from either string.

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A
C
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B
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Step 1 of 8. LCS grid for "ABC" and "AC". Match → diagonal + 1, else the best of up/left.

1/8
Optimal
timeO(n·m)spaceO(n·m)

Match extends the diagonal.

1for (let i = 1; i <= n; i++)2  for (let j = 1; j <= m; j++)3    dp[i][j] = a[i-1] === b[j-1]4      ? dp[i-1][j-1] + 15      : Math.max(dp[i-1][j], dp[i][j-1]);

Input

grid
5 × 4

Memory

at
cells marked
0

Output

LCS

Check yourself

3 quick questions about this walkthrough. A wrong answer costs nothing.

Examples

Example 1

Input:
a = "abcde", b = "ace"
Output:
3
Explanation:
"ace" appears in order in both → length 3.

Example 2

Input:
a = "abc", b = "abc"
Output:
3
Explanation:
Identical strings share everything → 3.

Example 3

Input:
a = "abc", b = "def"
Output:
0
Explanation:
No common letters → 0.

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