Electrical Flows, Laplacian Systems, and Faster Approximation of Maximum Flow in Undirected Graphs
- Speaker(s)
- Aleksander Madry
- Affiliation
- Microsoft Research New England i EPFL
- Date
- Dec. 8, 2011, 12:15 p.m.
- Room
- room 5870
- Seminar
- Seminar Algorithms
In this talk, I'll describe a new technique for approximating the maximum flow in capacitated, undirected graphs. I'll then use this technique to develop the asymptotically fastest-known algorithm for solving this problem.
Our approach is based on treating the graph as a network of resistors and solving a sequence of electrical flow problems with varying resistances on the edges. Each of these may be reduced to the solution of a system of linear equations in a Laplacian matrix, which can be solved in nearly linear time.
This is joint work with Paul Christiano, Jonathan Kelner, Daniel Spielman, and Shang-hua Teng.