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An Almost-Linear-Time Algorithm for Approximate Max Flow in Undirected Graphs, and its Multicom...

Talkat Fast Algorithms via Spectral Methods 2014 · 2014-12-01..12-05
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Presents an algorithm that computes a (1 − ε)-approximate max flow in undirected graphs in almost-linear time (m^{1+o(1)}), and extends to multi-commodity cases with polynomial dependence on k and 1/ε. Key ingredients are L_infty gradient descent (non‑Euclidean iterative method), oblique projection matrices that parametrize circulations, and constructive flow sparsifiers / recursive edge‑and‑vertex reductions that build a fast oblivious routing with competitive ratio m^{o(1)}. The pieces compose into a working procedure whose runtime and approximation guarantees beat the previous m^{4/3}‑type bounds.

AI-written summary · about

  1. 0:00Introduction and motivation
  2. 10:51Background and previous tools
  3. 30:21New technical primitives
  4. 43:37Constructing projection matrices
  5. 59:44Recursive routing and conclusion
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