Tree-Based Convolutional Neural Networks Principles and Applications
tarafından
Mou, Lili. author.
Başlık
:
Tree-Based Convolutional Neural Networks Principles and Applications
Yazar
:
Mou, Lili. author.
ISBN
:
9789811318702
Yazar
:
Mou, Lili. author.
Edisyon
:
1st ed. 2018.
Fiziksel Niteleme
:
XV, 96 p. 32 illus. online resource.
Seri
:
SpringerBriefs in Computer Science,
İçindekiler
:
Introduction -- Preliminaries and Related Work -- General Concepts of Tree-Based Convolutional Neural Networks (TBCNNs) -- TBCNN for Programs’ Abstract Syntax Trees (ASTs) -- TBCNN for Constituency Trees in Natural Language Processing -- TBCNN for Dependency Trees in Natural Language Processing -- Concluding Remarks.
Özet
:
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.
Konu Başlığı
:
Artificial intelligence.
Data mining.
Engineering.
Software engineering.
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
Data Mining and Knowledge Discovery. http://scigraph.springernature.com/things/product-market-codes/I18030
Computational Intelligence. http://scigraph.springernature.com/things/product-market-codes/T11014
Software Engineering. http://scigraph.springernature.com/things/product-market-codes/I14029
Yazar Ek Girişi
:
Jin, Zhi.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 222694-1001 | Q334 -342 | Springer E-Book Collection |