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sum-product network

49 papers

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Also known as

SPNS SPN

Co-occurring keywords

graphical model (864) probabilistic graphical model (226) tractable inference (32) probabilistic modeling (852) generative model (2892) probabilistic model (476) structure learning (341) probabilistic inference (312) neural network (6616) density estimation (398)

Papers

Online Structure Learning for Feed-Forward and Recurrent Sum-Product Networks NIPS 2018
Prometheus : Directly Learning Acyclic Directed Graph Structures for Sum-Product Networks PGM 2018
Discriminative Training of Sum-Product Networks by Extended Baum-Welch PGM 2018
StrassenNets: Deep Learning with a Multiplication Budget ICML 2018
Cascading Sum-Product Networks using Robustness PGM 2018
An Empirical Study of Methods for SPN Learning and Inference PGM 2018
Sum-Product-Quotient Networks AISTATS 2018
Deep Homogeneous Mixture Models: Representation, Separation, and Approximation NIPS 2018
Linear Time Computation of Moments in Sum-Product Networks NIPS 2017
Dynamic Sum Product Networks for Tractable Inference on Sequence Data PGM 2016
Online and Distributed Bayesian Moment Matching for Parameter Learning in Sum-Product Networks AISTATS 2016
A Unified Approach for Learning the Parameters of Sum-Product Networks NIPS 2016
Collapsed Variational Inference for Sum-Product Networks ICML 2016
Online Algorithms for Sum-Product Networks with Continuous Variables PGM 2016
The Sum-Product Theorem: A Foundation for Learning Tractable Models ICML 2016
The Libra Toolkit for Probabilistic Models JMLR 2015
On Theoretical Properties of Sum-Product Networks AISTATS 2015
On the Relationship between Sum-Product Networks and Bayesian Networks ICML 2015
Learning Sum-Product Networks with Direct and Indirect Variable Interactions ICML 2014
Learning the Structure of Sum-Product Networks ICML 2013
A Deep Sum-Product Architecture for Robust Facial Attributes Analysis ICCV 2013
Learning the Architecture of Sum-Product Networks Using Clustering on Variables NIPS 2012
Discriminative Learning of Sum-Product Networks NIPS 2012
Shallow vs. Deep Sum-Product Networks NIPS 2011