Sum-product networks: A new deep architecture

H Poon, P Domingos - Computer Vision Workshops (ICCV …, 2011 - ieeexplore.ieee.org
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
which the partition function is tractable? The answer leads to a new kind of deep ...

Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - arXiv preprint arXiv:1202.3732, 2012 - adsabs.harvard.edu
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

[PDF][PDF] Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - spn.cs.washington.edu
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

[PDF][PDF] Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - Citeseer
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

[PDF][PDF] Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - ml.cs.washington.edu
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

[PDF][PDF] Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - research-srv.microsoft.com
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

[PDF][PDF] Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - homes.cs.washington.edu
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

[PDF][PDF] Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - lsv.uni-saarland.de
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

[PDF][PDF] Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - ai.cs.washington.edu
Abstract The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...

Sum-Product Networks: A New Deep Architecture

H Poon, P Domingos - arXiv preprint arXiv:1202.3732, 2012 - arxiv.org
Abstract: The key limiting factor in graphical model inference and learning is the complexity
of the partition function. We thus ask the question: what are general conditions under which
the partition function is tractable? The answer leads to a new kind of deep architecture, ...