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feat: implement Longest Increasing Subsequence algorithm in R#169

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siriak merged 5 commits intoTheAlgorithms:masterfrom
Sachinn-64:feat-LIS
Oct 8, 2025
Merged

feat: implement Longest Increasing Subsequence algorithm in R#169
siriak merged 5 commits intoTheAlgorithms:masterfrom
Sachinn-64:feat-LIS

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  • Implemented the Longest Increasing Subsequence algorithm in R.
  • Finds the length and sequence of the longest strictly increasing subsequence.
  • Efficient O(n log n) binary search implementation with O(n²) DP fallback.
  • Handles edge cases including empty arrays, duplicates, and single elements.
  • Prints DP table, actual LIS sequence, and performance comparisons.
  • Time Complexity: O(n log n) optimized, O(n²) basic DP.
  • Space Complexity: O(n) for DP array, O(1) for optimized version.

Copilot AI review requested due to automatic review settings October 8, 2025 21:20
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Pull Request Overview

This PR implements the Longest Increasing Subsequence (LIS) algorithm in R with comprehensive functionality including both basic O(n²) dynamic programming and optimized O(n log n) binary search solutions. The implementation includes edge case handling, performance comparisons, and real-world applications.

  • Implements basic DP approach for finding LIS with backtracking to reconstruct the sequence
  • Adds optimized binary search solution for improved time complexity
  • Provides comprehensive test coverage including edge cases, performance benchmarks, and real-world examples

Reviewed Changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 3 comments.

File Description
dynamic_programming/longest_increasing_subsequence.r Complete LIS algorithm implementation with both basic and optimized approaches, comprehensive testing suite, and documentation
dynamic_programming/0/1_knapsack_problem.r Separate knapsack problem implementation for comparison/reference

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Sachinn-64 and others added 2 commits October 9, 2025 02:57
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Copilot AI review requested due to automatic review settings October 8, 2025 21:30
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@siriak

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Copilot encountered an error and was unable to review this pull request. You can try again by re-requesting a review.

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Looks good, thanks!

@siriak siriak merged commit 1887b93 into TheAlgorithms:master Oct 8, 2025
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3 participants