Art

J-GLOBAL ID：201902286665154302   Reference number：19A2262375

Effect of shapes of activation functions on predictability in the echo state network

エコーステートネットワークの予測能力に関する活性化関数の影響

Author (3)： CHANG Hanten (Univ. Tsukuba, Tsukuba, JPN) ,  NAKAOKA Shinji (Hokkaido Univ., JPN) ,  ANDO Hiroyasu (Univ. Tsukuba, Tsukuba, JPN)
Material： 電子情報通信学会技術研究報告  (IEICE Technical Report (Institute of Electronics, Information and Communication Engineers))
Volume： 119  Issue： 157(CCS2019 17-23)  Page： 27-30  Publication year： Jul. 25, 2019 
JST Material Number： S0532B  ISSN： 0913-5685  Document type： Proceedings
Article type： 原著論文  Country of issue： Japan (JPN)  Language： ENGLISH (EN)

Thesaurus term： computation model ,  feature extraction ,  time series ,  *function(mathematics) ,  attractor ,  accuracy ,  computational complexity ,  reduction
Semi thesaurus term： エコーステートネットワーク ,  chaotic time series ,  *activation function ,  *reservoir computing ,  complexity reduction ,  prediction accuracy

JST classification (2)： Computer system development  (JD02010R) ,  Fundamental theory of information processing in general  (JB01000T)

Reference (5)：

• Jaeger, H., Haas, H.: Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication. science 304(5667), 78-80 (2004)
• Lukoševičius, M., Jaeger, H.: Reservoir computing approaches to recurrent neural network training. Computer Science Review 3(3), 127-149 (2009)
• Muskulus,M.,Verduyn-Lunel,S.:Wasserstein distances in the analysis of time series and dynamical systems. Physica D: Nonlinear Phenomena 240(1), 45-58 (2011)
• Wang, S., Yang, X.J., Wei, C.J.: Harnessing non-linearity by sigmoid-wavelet hybrid echo state networks (swhesn). In: 2006 6th World Congress on Intelligent Control and Automation. vol. 1, pp. 3014-3018. IEEE (2006)
• Woodward, A., Ikegami, T.: A reservoir computing approach to image classification using coupled echo state and back-propagation neural networks. In: International conference image and vision computing, Auckland, New Zealand.pp. 543-458 (2011)

Terms in the title (2)： 予測能力 ,  活性化関数