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IPM and Nested Dissection for Planar and Separable LPs

Talkat Optimization and Algorithm Design 2023 · 2023-11-27..12-01
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slides:none on file

Combines nested dissection separator trees with a robust interior point method to get concrete solvers: planar min-cost flow in nearly-linear time (m·polylog with polylog ≈ 3–4) and faster routines for planar k‑commodity, low‑treewidth and α‑separable LPs. Key specifics: factor P_w into a tree operator and an inverse via recursive Schur complements, update only affected leaf-to-root ancestors when weights change, keep x implicitly and maintain a coordinatewise approximation x̄, and find heavy coordinates with Johnson‑Lindenstrauss sketches for fast heavy‑hitter detection.

AI-written summary · about

  1. 0:00Problem definitions
  2. 1:07Linear programming foundations
  3. 3:56State-of-the-art results
  4. 5:35Robust interior point methods
  5. 8:59Data structure challenges
  6. 12:25Efficient matrix operations
  7. 15:00Separator trees
  8. 19:30Recursive matrix factorization
  9. 23:52Application to flow problems
  10. 26:07Conclusion and Q&A
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