layered bayesian networks

NIPS
1998

121views Information Technology» more NIPS 1998»

Inference in Multilayer Networks via Large Deviation Bounds

14 years 7 months ago

We study probabilistic inference in large, layered Bayesian networks represented as directed acyclic graphs. We show that the intractability of exact inference in such networks do...

Michael J. Kearns, Lawrence K. Saul

claim paper

Read More »

click to vote

NIPS
2003

146views Information Technology» more NIPS 2003»

On the Concentration of Expectation and Approximate Inference in Layered Networks

14 years 7 months ago

Download www.cs.berkeley.edu

We present an analysis of concentration-of-expectation phenomena in layered Bayesian networks that use generalized linear models as the local conditional probabilities. This frame...

XuanLong Nguyen, Michael I. Jordan

claim paper

Read More »

Sciweavers

Explore & Download

Productivity Tools

Document Tools

Image Tools

Sciweavers