Sparse Matrix Belief Propagation

We propose sparse-matrix belief propagation, which executes loopy belief propagation in Markov random fields by replacing indexing over graph neighborhoods with sparse-matrix operations. This abstraction allows for seamless integration with optimized sparse linear algebra libraries, including those...

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Bibliographic Details
Main Author: Bixler, Reid Morris
Other Authors: Computer Science
Format: Others
Published: Virginia Tech 2018
Subjects:
GPU
Online Access:http://hdl.handle.net/10919/83228

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