Senior Detailed answer Dynamic Programming DSA & Coding Interviews

How do you find Longest Increasing Subsequence (LIS)?

Short answer: Classic DP is O(n²): dp[i] = best LIS ending at i. The optimized patience-sorting / binary-search approach maintains tails of increasing subsequences in O(n log n). Mention both; implement O(n²) unless asked for optimal.

Complexity

DP O(n²); patience sorting O(n log n).

Common follow-ups

  • Print one LIS
  • Longest decreasing / bitonic subsequence
Interviewers love hearing both complexities even if you code the simpler DP.
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