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Maximizing the Sum of Squared Segment Totals(Problem SOlving)

  • Given a list of integers and an integer k, the goal is to split the list into k non-empty consecutive parts and maximize the sum of squared values of each part.
  • The problem requires finding the optimal way to split the list to achieve the highest score.
  • Constraints include list length up to 200,000, handling negative and positive numbers, and time and memory limits.
  • A high-level solution involves using prefix sums for fast range sums and dynamic programming over splits.
  • The Li Chao tree data structure helps optimize the quadratic inner maximization, leading to an overall complexity of O(k * n log n).
  • The JavaScript implementation uses BigInt to prevent overflow and includes a Li Chao class for maximum line evaluation.
  • The DP loop and line insertion in the implementation facilitate finding the highest score by splitting the array into k parts.
  • The implementation handles the problem efficiently for large n and moderate k.
  • Overall, the approach involves dynamic programming, prefix sums, and the Li Chao tree data structure to solve the problem effectively.
  • The code snippet provided offers a solution to the problem and demonstrates the practical implementation in JavaScript.
  • The example input with the list [1, 2, -1, 2, 3] and k=2 outputs a maximum score of 29.

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