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Feb, 2012
Sum-Product Networks: 一种新的深层网络结构
Sum-Product Networks: A New Deep Architecture
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Hoifung Poon, Pedro Domingos
TL;DR
提出了一种新型深层架构——求和积网络(SPN),通过学习和推理,SPNs能够实现比标准深层网络更快和更准确的图形建模推理,例如在图像完成任务方面表现优异。
Abstract
The key limiting factor in
graphical model
inference
and
learning
is the complexity of the partition function. We thus ask the question: w
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