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Books > Computing & IT > Applications of computing > Artificial intelligence > Neural networks

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Tree-Based Convolutional Neural Networks - Principles and Applications (Paperback, 1st ed. 2018) Loot Price: R1,521
Discovery Miles 15 210
Repayment Terms: R143 pm x 12*
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Tree-Based Convolutional Neural Networks - Principles and Applications (Paperback, 1st ed. 2018): Lili Mou, Zhi Jin

Tree-Based Convolutional Neural Networks - Principles and Applications (Paperback, 1st ed. 2018)

Lili Mou, Zhi Jin

Series: SpringerBriefs in Computer Science

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Loot Price R1,521 Discovery Miles 15 210 | Repayment Terms: R143 pm x 12*

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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.

General

Imprint: Springer Verlag, Singapore
Country of origin: Singapore
Series: SpringerBriefs in Computer Science
Release date: October 2018
First published: 2018
Authors: Lili Mou • Zhi Jin
Dimensions: 235 x 155mm (L x W)
Format: Paperback
Pages: 96
Edition: 1st ed. 2018
ISBN-13: 978-981-13-1869-6
Categories: Books > Computing & IT > Applications of computing > Artificial intelligence > Neural networks
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LSN: 981-13-1869-7
Barcode: 9789811318696

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