TensorLog: Deep Learning Meets Probabilistic DBs

We present an implementation of a probabilistic first-order logic called TensorLog, in which classes of logical queries are compiled into differentiable functions in a neural-network infrastructure such as Tensorflow or Theano. This leads to a close integration of probabilistic logical reasoning wit...

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Veröffentlicht in:	arXiv.org 2017-07
Hauptverfasser:	Cohen, William W, Yang, Fan, Kathryn Rivard Mazaitis
Format:	Artikel
Sprache:	eng
Schlagworte:	Cognition & reasoning Deep learning Infrastructure Knowledge bases (artificial intelligence) Neural networks
Online-Zugang:	Volltext
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