EAN: 9789811318696

SPRINGERBRIEFS IN COMPUTER SCIENCE TREE-BASED...

This book proposes a novel neural architecture  tree-based convolutional neural networks
(TBCNNs) for processing tree-structured data. TBCNNsare related to existing convolutional
neural networks (CNNs) and recursive neural networks (RNNs)  but they combine the merits of
both: thanks to their short propagation path  they are as efficient in learning as CNNs  yet
they are also as structure-sensitive as RNNs. In this book  readers will also find a
comprehensive literature review of related work  detailed descriptions of TBCNNs and their
variants  and experiments applied to program analysis and natural language processing tasks. It
is also an enjoyable read for all those with a general interest in deep learning.

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