| 书目名称 | Tree-Based Convolutional Neural Networks | | 副标题 | Principles and Appli | | 编辑 | Lili Mou,Zhi Jin | | 视频video | | | 概述 | Proposes the novel tree-based convolutional neural network.Provides a comprehensive literature review of neural networks in natural language processing (NLP).Presents promising applications in both na | | 丛书名称 | SpringerBriefs in Computer Science | | 图书封面 |  | | 描述 | .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.. | | 出版日期 | Book 2018 | | 关键词 | Tree-Based Convolution; Neural Networks; Deep Learning; Natural Language Processing; Program Analysis | | 版次 | 1 | | doi | https://doi.org/10.1007/978-981-13-1870-2 | | isbn_softcover | 978-981-13-1869-6 | | isbn_ebook | 978-981-13-1870-2Series ISSN 2191-5768 Series E-ISSN 2191-5776 | | issn_series | 2191-5768 | | copyright | The Author(s) 2018 |
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发表于 2025-3-21 19:43:46
