Tree-Based Convolutional Neural Networks : Principles and Applications
2018 ed.
Book Details
Format
Paperback / Softback
Book Series
SpringerBriefs in Computer Science
ISBN-10
9811318697
ISBN-13
9789811318696
Edition
2018 ed.
Publisher
Springer Verlag, Singapore
Imprint
Springer Verlag, Singapore
Country of Manufacture
SG
Country of Publication
GB
Publication Date
Oct 9th, 2018
Print length
96 Pages
Product Classification:
Neural networks & fuzzy systemsNeural networks and fuzzy systems
Ksh 9,000.00
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This book proposes a novel neural architecture, tree-based convolutional neural networks (TBCNNs),for processing tree-structured data.
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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