Kniha Tree-Based Convolutional Neural Networks Lili Mou

Tree-Based Convolutional Neural Networks

Principles and Applications

Autor: Lili Mou, Zhi Jin
Jazyk: Angličtina
Vazba: Brožovaná
Dostupnost: Skladem u dodavatele
Odesíláme za 5-8 dnů
1 260
This book proposes a novel neural architecture, tree-based convolutional neural networks (TBCNNs),fo...

Informace o knize

Autor
Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2018
Stránek
96
EAN
9789811318696
ISBN
9811318697
Enbook ID
19748455
Hmotnost
186
Rozměry
155 x 235 x 8

Kompletní popis

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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