Solution: Longest Common Subsequence
Let's solve the Longest Common Subsequence problem using Dynamic Programming.
Statement
Suppose you are given two strings. You need to find the length of the longest common subsequence between these two strings.
A subsequence is a string formed by removing some characters from the original string while maintaining the relative position of the remaining characters. For example, “abd” is a subsequence of “abcd”, where the removed character is “c”.
If there is no common subsequence, then return 0.
Constraints:
-
str1.length
-
str2.length
str1
andstr2
contain only lowercase English characters.
Solution
So far, you’ve probably brainstormed some approaches and have an idea of how to solve this problem. Let’s explore some of these approaches and figure out which one to follow based on considerations such as time complexity and any implementation constraints.
Naive approach
A naive approach would be to compare the characters of both strings based on the following rules:
-
If the current characters of both strings ...