A study of learning algorithms for continuous-time recurrent neural networks 連続時間神経回路網における学習アルゴリズムの研究
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著者
書誌事項
- タイトル
-
A study of learning algorithms for continuous-time recurrent neural networks
- タイトル別名
-
連続時間神経回路網における学習アルゴリズムの研究
- 著者名
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銅谷, 賢治
- 著者別名
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ドウヤ, ケンジ
- 学位授与大学
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東京大学
- 取得学位
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博士 (工学)
- 学位授与番号
-
乙第10337号
- 学位授与年月日
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1991-09-18
注記・抄録
博士論文
目次
- Contents / p1 (0004.jp2)
- 1 Introduction / p4 (0007.jp2)
- 2 Continuous-Time Back-Propagation Learning Algorithm for Adaptive Neural Oscillator Networks / p6 (0009.jp2)
- 2.1 Memory of motor patterns / p6 (0009.jp2)
- 2.2 The dynamics of an adaptive neural oscillator network / p8 (0011.jp2)
- 2.3 A continuous-time back-propagation learning algorithm. / p11 (0014.jp2)
- 2.4 Simulations / p14 (0017.jp2)
- 2.5 Discussions / p19 (0022.jp2)
- 3 Generalized learning algorithms for recurrent neural networks / p27 (0030.jp2)
- 3.1 Temporal pattern generator networks / p27 (0030.jp2)
- 3.2 Direct back-propagation algorithm / p29 (0032.jp2)
- 3.3 Simultaneous back-propagation algorithm / p31 (0034.jp2)
- 3.4 Learning of decay times / p32 (0035.jp2)
- 3.5 Simulations / p34 (0037.jp2)
- 3.6 Discussions / p35 (0038.jp2)
- 4 Control of regenerated temporal patterns / p42 (0045.jp2)
- 4.1 Selection and modulation of temporal patterns by static inputs / p43 (0046.jp2)
- 4.2 Selection of limit cycles by initial states / p44 (0047.jp2)
- 4.3 Recalling a sequence from its part / p46 (0049.jp2)
- 4.4 Generation of complex patterns / p47 (0050.jp2)
- 5 Coordination of neural and physical dynamical systems / p51 (0054.jp2)
- 5.1 Synchronization of physical and neural systems / p51 (0054.jp2)
- 5.2 Synchronization of multiple CPGs / p55 (0058.jp2)
- 5.3 Discussion / p55 (0058.jp2)
- 6 Conclusion / p61 (0064.jp2)
- 6.1 Applications of learning in recurrent networks / p62 (0065.jp2)
- 6.2 Explorations of recurrent networks / p62 (0065.jp2)
- Acknowledgments / p63 (0066.jp2)
- Bibliography / p64 (0067.jp2)