Supervised sequence labelling with recurrent neural networks.pdf

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关键词: Classification Sequence Supervised Labelling Probabilistic 机器 Networks 72.3 Methods 32
大小 5.7 MB
描述
Supervised Sequence Labelling with Recurrent
Neural Networks
Alex Graves
Contents
List of Tables iv
List of Figures v
List of Algorithms vii
1 Introduction 1
1.1 Structure of the Book . . . . . . . . . . . . . . . . . . . . . . . . 3
2 Supervised Sequence Labelling 4
2.1 Supervised Learning . . . . . . . . . . . . . . . . . . . . . . . . . 4
2.2 Pattern Classification . . . . . . . . . . . . . . . . . . . . . . . . 5
2.2.1 Probabilistic Classification . . . . . . . . . . . . . . . . . . 5
2.2.2 Training Probabilistic Classifiers . . . . . . . . . . . . . . 5
2.2.3 Generative and Discriminative Methods . . . . . . . . . . 7
2.3 Sequence Labelling . . . . . . . . . . . . . . . . . . . . . . . . . . 7
2.3.1 Sequence Classification . . . . . . . . . . . . . . . . . . . . 9
2.3.2 Segment Classification . . . . . . . . . . . . . . . . . . . . 10
2.3.3 Temporal Classification . . . . . . . . . . . . . . . . . . . 11
3 Neural Networks 12
3.1 Multilayer Perceptrons . . . . .
目录
Classification/Sequence/Supervised/Labelling/Probabilistic/机器/Networks/72.3/Methods/32/ Classification/Sequence/Supervised/Labelling/Probabilistic/机器/Networks/72.3/Methods/32/