Subsymbolic knowledge extraction environment for a time-series prediction parallel neural network 時系列予測をおこなう並列ニューラルネットワークによる準記号的な知識抽出環境
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Bibliographic Information
- Title
-
Subsymbolic knowledge extraction environment for a time-series prediction parallel neural network
- Other Title
-
時系列予測をおこなう並列ニューラルネットワークによる準記号的な知識抽出環境
- Author
-
Alexandra Ioana Cristea
- Author(Another name)
-
アレクサンドラ イオアナ クリステア
- University
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電気通信大学
- Types of degree
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博士(工学)
- Grant ID
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甲第166号
- Degree year
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1999-03-24
Note and Description
博士論文
Table of Contents
- アブストラクト / (0005.jp2)
- Contents / p1 (0008.jp2)
- 1 Introduction / p1 (0022.jp2)
- 1.1 The problem / p1 (0022.jp2)
- 1.2 The objectives and the meaning of the research / p2 (0023.jp2)
- 1.3 Contributions and Results obtained / p6 (0027.jp2)
- 1.4 Outline of the thesis / p7 (0028.jp2)
- 2 Artificial Neural Networks(ANNs) / p9 (0030.jp2)
- 2.1 What are Artificial Neural Networks? / p9 (0030.jp2)
- 2.2 A brief history of Artificial Neural Networks / p10 (0031.jp2)
- 2.3 A classification of ANN generations / p12 (0033.jp2)
- 2.4 Why Neural Networks? / p13 (0034.jp2)
- 2.5 The McCulloch and Pitt neuron / p14 (0035.jp2)
- 2.6 The perception / p16 (0037.jp2)
- 2.7 Learning / p18 (0039.jp2)
- 2.8 The Backpropagation algorithm / p20 (0041.jp2)
- 2.9 Radial Basis Function(RBF)neural networks / p24 (0045.jp2)
- 2.10 Other popular learning algorithms / p26 (0047.jp2)
- 2.11 Neural Network Architectures / p26 (0047.jp2)
- 2.12 Neural Networks as memories / p29 (0050.jp2)
- I Time Series(TS) / p33 (0054.jp2)
- 3 Time Series(TS):Theory Notes / p37 (0058.jp2)
- 4 Time-Series Prediction:Application / p57 (0078.jp2)
- II Parallel Neural Networks / p113 (0134.jp2)
- 5 Parallel Neural Networks:Theory Notes / p117 (0138.jp2)
- 6 Parallel ANN:Application / p139 (0160.jp2)
- 7 The Integration Network:Discussion / p169 (0190.jp2)
- III Knowledge Eliciting from Neural Networks / p173 (0194.jp2)
- 8 Knowledge Eliciting:Theory Notes / p177 (0198.jp2)
- 9 Knowledge Extraction:Application / p195 (0216.jp2)
- IV General Conclusions and Recommendations / p227 (0248.jp2)
- 10 Summary and Conclusions / p231 (0252.jp2)
- 11 Recommendations for further work / p235 (0256.jp2)
- REFERENCES / p237 (0258.jp2)
- Acknowledgements / p249 (0271.jp2)
- List of Publications Related to the Thesis / p251 (0273.jp2)
- Author's Biography / p254 (0276.jp2)