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» Sum-Product Networks: A New Deep Architecture
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CORR
2012
Springer
214views Education» more  CORR 2012»
8 years 6 months ago
Sum-Product Networks: A New Deep Architecture
The key limiting factor in graphical model inference and learning is the complexity of the partition function. We thus ask the question: what are the most general conditions under...
Hoifung Poon, Pedro Domingos
AAAI
2015
4 years 7 months ago
Learning Relational Sum-Product Networks
Sum-product networks (SPNs) are a recently-proposed deep architecture that guarantees tractable inference, even on certain high-treewidth models. SPNs are a propositional architec...
Aniruddh Nath, Pedro M. Domingos

Publication
287views
7 years 10 months ago
Discriminative Learning of Sum-Product Networks
Sum-product networks are a new deep architecture that can perform fast, exact inference on high-treewidth models. Only generative methods for training SPNs have been proposed to ...
Robert Gens and Pedro Domingos
CACM
2006
124views more  CACM 2006»
9 years 10 months ago
New architecture for intra-domain network security issues
Dijiang Huang, Qing Cao, Amit Sinha, Marc J. Schni...
IISWC
2008
IEEE
10 years 4 months ago
A workload for evaluating deep packet inspection architectures
—High-speed content inspection of network traffic is an important new application area for programmable networking systems, and has recently led to several proposals for high-per...
Michela Becchi, Mark A. Franklin, Patrick Crowley
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