Interleaving String: A Dynamic Programming Challenge
Given three strings, determine if the third string can be formed by interleaving the characters of the first two strings while maintaining the relative order of characters within each of the first two strings. This is a classic problem that tests your ability to think about string manipulation and often leads to dynamic programming solutions.
Problem Description
You are provided with three strings: s1, s2, and s3. Your task is to write a function that returns true if s3 is formed by interleaving the characters of s1 and s2. Interleaving means that all characters from s1 and s2 must be present in s3, and the order of characters within s1 must be preserved, and the order of characters within s2 must also be preserved.
Key Requirements:
- The function must accept three strings:
s1,s2, ands3. - The function must return a boolean value:
trueifs3is an interleaving ofs1ands2,falseotherwise. - The lengths of
s1ands2combined must equal the length ofs3. If they don't,s3cannot possibly be an interleaving.
Expected Behavior:
- If
s3can be formed by taking characters froms1ands2in their original order, then returntrue. - If at any point it's impossible to form
s3by picking characters froms1ors2while respecting their internal order, returnfalse.
Edge Cases to Consider:
- Empty strings for
s1,s2, ors3. s1ors2being empty while the other is not.s1,s2, ands3having duplicate characters.
Examples
Example 1:
Input: s1 = "aabcc", s2 = "dbbca", s3 = "aadbbcbcac"
Output: true
Explanation:
s3 can be formed by interleaving s1 and s2 like this:
s1: a a b c c
s2: d b b c a
s3: a a d b b c b c a
The characters of s1 are used in order: 'a', 'a', 'b', 'c', 'c'.
The characters of s2 are used in order: 'd', 'b', 'b', 'c', 'a'.
Example 2:
Input: s1 = "aabcc", s2 = "dbbca", s3 = "aadbbbaccc"
Output: false
Explanation:
The character 'b' appears too many times in s3 compared to the combined occurrences in s1 and s2.
Alternatively, tracing the path would show a mismatch at some point.
Example 3:
Input: s1 = "", s2 = "", s3 = ""
Output: true
Explanation:
An empty string can be formed by interleaving two empty strings.
Example 4:
Input: s1 = "a", s2 = "b", s3 = "ab"
Output: true
Explanation: s3 is formed by s1 then s2.
Example 5:
Input: s1 = "a", s2 = "b", s3 = "ba"
Output: true
Explanation: s3 is formed by s2 then s1.
Constraints
0 <= s1.length, s2.length, s3.length <= 100s1,s2, ands3consist of lowercase English letters.- The combined length of
s1ands2must equal the length ofs3fors3to be a valid interleaving. (This is often an implicit constraint, but it's good to be aware of). - You should aim for an efficient solution, ideally with a time complexity better than exponential.
Notes
Consider how you can build up a solution for larger strings based on solutions for smaller substrings. Think about the state you need to keep track of at each step. A common approach involves dynamic programming or recursion with memoization. What are the subproblems you can identify?