Tensor Variable Elimination for Plated Factor Graphs

Fritz Obermeyer
Fritz Obermeyer
Eli Bingham
Eli Bingham
Justin Chiu
Justin Chiu
Neeraj Pradhan
Neeraj Pradhan

arXiv: Machine Learning, 2019.

Cited by: 3|Bibtex|Views101
EI
Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

A wide class of machine learning algorithms can be reduced to variable elimination on factor graphs. While factor graphs provide a unifying notation for these algorithms, they do not provide a compact way to express repeated structure when compared to plate diagrams for directed graphical models. To exploit efficient tensor algebra in gra...More

Code:

Data:

Full Text
Your rating :
0

 

Tags
Comments