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Paperback Tree-Based Convolutional Neural Networks: Principles and Applications Book

ISBN: 9811318697

ISBN13: 9789811318696

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.

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