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portada Tree-Based Convolutional Neural Networks: Principles and Applications
Type
Physical Book
Author
Publisher
Language
English
Pages
96
Format
Paperback
Dimensions
23.4 x 15.6 x 0.6 cm
Weight
0.17 kg.
ISBN13
9789811318696
Categories

Tree-Based Convolutional Neural Networks: Principles and Applications

Zhi Jin (Author) · Lili Mou (Author) · Springer · Paperback

Tree-Based Convolutional Neural Networks: Principles and Applications - Mou, Lili ; Jin, Zhi

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Synopsis "Tree-Based Convolutional Neural Networks: Principles and Applications"

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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