THE INVISIBLE HAND ALGORITHM - SOLVING THE ASSIGNMENT PROBLEM WITH STATISTICAL PHYSICS

Citation
Jj. Kosowsky et Al. Yuille, THE INVISIBLE HAND ALGORITHM - SOLVING THE ASSIGNMENT PROBLEM WITH STATISTICAL PHYSICS, Neural networks, 7(3), 1994, pp. 477-490
Citations number
24
Categorie Soggetti
Mathematical Methods, Biology & Medicine","Computer Sciences, Special Topics","Computer Science Artificial Intelligence",Neurosciences,"Physics, Applied
Journal title
ISSN journal
08936080
Volume
7
Issue
3
Year of publication
1994
Pages
477 - 490
Database
ISI
SICI code
0893-6080(1994)7:3<477:TIHA-S>2.0.ZU;2-D
Abstract
We propose a novel method for solving the assignment problem using tec hniques adapted from statistical physics. We derive a convex effective energy function whose unique minimum corresponds to the optimal assig nment. Steepest descent results in a continuous-time dynamical system that is guaranteed to converge arbitrarily close to the optimal soluti on. Our algorithm has an appealing economic interpretation and has ver y interesting connections to the discrete auction algorithm proposed b y Bertsekas. We also derive an alternative discrete algorithm for mini mizing the effective energy based on a theorem by Sinkhorn.