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DSA interview question

Palindrome Partitioning II

Hard · Algorithms · Topics: dynamic programming, mcm, partition, string

The problem

You're building a DNA sequence compression tool for a genomics startup. A key preprocessing step requires splitting a genetic sequence into the fewest possible palindromic segments — palindromic substrings are special because they compress extremely efficiently using a symmetry-based encoding scheme. Your task: given a string s, partition it into substrings such that every substring is a palindrome, and find the minimum number of cuts needed to achieve this.

Example: "aab" can be partitioned as ["aa", "b"] — just 1 cut needed.

Function signature

int minCut(string s);

Test cases

Input sOutputExplanation
"aab"1Partition: "aa" | "b" — 1 cut, both parts are palindromes
"a"0Already a palindrome, no cuts needed
"ab"1Partition: "a" | "b" — 1 cut needed
"aabb"1Partition: "aa" | "bb" — 1 cut
"aabbaa"0Whole string is itself a palindrome
"abcde"4No palindromic substrings longer than 1 char — must cut between every char
""0Empty string trivially needs 0 cuts

(Constraints typically: 1 <= s.length <= 2000, s consists of lowercase English letters)

How interviewers phrase it

Clarifying questions to ask

  1. Is the string guaranteed non-empty? What about a single character — is that always considered a palindrome (0 cuts)?
  2. Are we counting "cuts" or "number of partitions"? (Important distinction: cuts = partitions - 1, easy to mix up under pressure — confirm explicitly.)
  3. What's the expected string length — is O(n²) acceptable, or do we need to push for the optimized O(n) palindrome-check-via-Manacher's approach within an O(n²) DP?
  4. Is the string limited to lowercase letters, or could it contain uppercase/special characters/spaces? (Usually doesn't change the algorithm, but good practice to ask.)

Follow-ups to expect

  1. "Can you also return the actual partitions, not just the count?"
  2. "What's the difference between this and Palindrome Partitioning I?"
  3. "Can you optimize the palindrome-check precomputation?"
  4. "What if you wanted minimum cuts such that each partition's length is also at most k?"
  5. "Can you do this in O(n) extra space instead of O(n²)?"
  6. "Is this related to Matrix Chain Multiplication (MCM)?"

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