Tanaka Gohei 田中剛平

… Alternative Names

TANAKA GOUHEI 田中剛平

Tanaka Gouhei 田中剛平

TANAKA Gouhei 田中剛平

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Researcher Number	90444075
Other IDs
Affiliation (Current)	2025: 名古屋工業大学, 工学(系)研究科(研究院), 教授
Affiliation (based on the past Project Information) *help	2023 – 2025: 名古屋工業大学, 工学(系)研究科(研究院), 教授 2020 – 2022: 東京大学, ニューロインテリジェンス国際研究機構, 特任准教授 2016 – 2018: 東京大学, 大学院工学系研究科(工学部), 特任准教授 2013: 東京大学, 工学(系)研究科(研究院), 特任准教授 2012: 東京大学, 生産技術研究所, 特任准教授 2007 – 2009: The University of Tokyo, 生産技術研究所, 助教
Review Section/Research Field	Principal Investigator Sensitivity informatics/Soft computing / Basic Section 61040:Soft computing-related / Basic Section 61010:Perceptual information processing-related / Complex systems / Soft computing Except Principal Investigator Broad Section J
Keywords	Principal Investigator 数理モデル / 機械学習 / リザバー計算 / 非線形 / 時系列データ / 力学系 / 非線形システム / 人工知能 / 画像処理 / ニューラルネットワーク … More / 時定数 / 情報処理 / 多様性 / 脳型計算 / 高速学習 / IoT社会 / 疾患 / シグナル伝達 / アレルギー / 免疫 / 薬剤治療 / システム生物学 / アトピー性皮膚炎 / 複雑系 / 力学系理論 / 細胞システム / 疾病治療 / 分岐解析 / シグナル伝達系 / 最適化 / 時系列情報処理 / ばらつき / エコーステートネットワーク / ハードウェア / デバイス / スピン波 / メモリスタ / 非線形力学系 / 高速機械学習 / 時系列予測 / 省エネルギー / 数理解析 / レザバーコンピューティング / ダイナミクス / 頑健性 / 感染症 / 振動現象 / 非線形力学 / ネットワーク / 感染症伝播 / 生体網 / 同期現象 / 分岐現象 / 相転移 / 振動子 / ロバスト性 / 複雑ネットワーク / 複素ニューラルネットワーク / 非線形科学 / 感性情報処理 / 複素関数 / 非線形ダイナミクス … More Except Principal Investigator リザバー / リーク付き積分 / ドリフト拡散 / 人工ニューロン / スローエレクトロニクス Less

Innovative Edge AI: Building the Science of Information Processing for Long-Timescale Human Interaction
- Principal Investigator
  
  井上公
- Project Period (FY)
  2025 – 2029
- Research Category
  
  Grant-in-Aid for Scientific Research (S)
- Review Section
  
  Broad Section J
- Research Institution
  National Institute of Advanced Industrial Science and Technology
Mathematical Foundations of Brain-Inspired Computing Based on DiversityPrincipal Investigator
- Principal Investigator
  
  田中剛平
- Project Period (FY)
  2023 – 2026
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 61040:Soft computing-related
- Research Institution
  Nagoya Institute of Technology
Development of fast machine learning methods based on combinations of different computational modelsPrincipal Investigator
- Principal Investigator
  
  TANAKA GOUHEI
- Project Period (FY)
  2020 – 2022
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 61010:Perceptual information processing-related
- Research Institution
  The University of Tokyo
Bifurcation analysis of cellular systems dynamics and its application to disease controlPrincipal Investigator
- Principal Investigator
  
  田中剛平
- Project Period (FY)
  2017 – 2018
- Research Category
  
  Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)
- Review Section
  
  Complex systems
- Research Institution
  The University of Tokyo
Mathematical analysis and optimal design of reservoir computing systemsPrincipal Investigator
- Principal Investigator
  
  Tanaka Gouhei
- Project Period (FY)
  2016 – 2018
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Research Field
  
  Soft computing
- Research Institution
  The University of Tokyo
Mathematical Research on Dynamical Robustness of Complex NetworksPrincipal Investigator
- Principal Investigator
  
  TANAKA Gouhei
- Project Period (FY)
  2012 – 2013
- Research Category
  
  Grant-in-Aid for Young Scientists (B)
- Research Field
  
  Sensitivity informatics/Soft computing
- Research Institution
  The University of Tokyo
Nonlinear Dynamics Analysis of Complex-Valued Neural Networks and its Engineering ApplicationsPrincipal Investigator
- Principal Investigator
  
  TANAKA Gouhei
- Project Period (FY)
  2007 – 2009
- Research Category
  
  Grant-in-Aid for Young Scientists (B)
- Research Field
  
  Sensitivity informatics/Soft computing
- Research Institution
  The University of Tokyo

[Book] リザバーコンピューティング2021
- Author(s)
  田中剛平、中根了昌、廣瀬明
- Total Pages
  224
- Publisher
  森北出版
- ISBN
  9784627855311
- Data Source
  KAKENHI-PROJECT-20K11882
[Book] 数理科学8月号2009
- Author(s)
  田中剛平, 合原一幸
- Publisher
  サイエンス社
- Data Source
  KAKENHI-PROJECT-19700214
[Book] 社会を変える驚きの数学2008
- Author(s)
  田中剛平
- Publisher
  ウェッジ
- Data Source
  KAKENHI-PROJECT-19700214
[Book] 科学11月号2008
- Author(s)
  田中剛平
- Publisher
  岩波書店
- Data Source
  KAKENHI-PROJECT-19700214
[Journal Article] Multi-Reservoir Echo State Networks with Hodrick?Prescott Filter for nonlinear time-series prediction2023
- Author(s)
  Li Ziqiang、Liu Yun、Tanaka Gouhei
- Journal Title
  
  Applied Soft Computing
  
  Volume: 135 Pages: 110021-110021
- DOI
  10.1016/j.asoc.2023.110021
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20K11882
[Journal Article] A Simple Memristive Circuit for Pattern Classification Based on Reservoir Computing2022
- Author(s)
  Tong Zhiqiang、Nakane Ryosho、Hirose Akira、Tanaka Gouhei
- Journal Title
  
  International Journal of Bifurcation and Chaos
  
  Volume: 32 Issue: 09 Pages: 2260141-2260141
- DOI
  10.1142/s0218127422501413
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20K11882
[Journal Article] Computational efficiency of multi-step learning echo state networks for nonlinear time series prediction2022
- Author(s)
  Takanori Akiyama and Gouhei Tanaka
- Journal Title
  
  IEEE Access
  
  Volume: 10 Pages: 28535-28544
- DOI
  10.1109/access.2022.3158755
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20K11882
[Journal Article] Reservoir computing with diverse timescales for prediction of multiscale dynamics2022
- Author(s)
  Tanaka Gouhei、Matsumori Tadayoshi、Yoshida Hiroaki、Aihara Kazuyuki
- Journal Title
  
  Physical Review Research
  
  Volume: 4, L032014 Issue: 3 Pages: 1-7
- DOI
  10.1103/physrevresearch.4.l032014
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PLANNED-20H05921, KAKENHI-PROJECT-20K11882
[Journal Article] Simulation platform for pattern recognition based on reservoir computing with memristor networks2022
- Author(s)
  Tanaka Gouhei、Nakane Ryosho
- Journal Title
  
  Scientific Reports
  
  Volume: 12 Issue: 1 Pages: 9868-9868
- DOI
  10.1038/s41598-022-13687-z
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20K11882
[Journal Article] Multi-Reservoir Echo State Networks with Sequence Resampling for Nonlinear Time-Series Prediction2022
- Author(s)
  Ziqiang Li and Gouhei Tanaka
- Journal Title
  
  Neurocomputing
  
  Volume: 467 Pages: 115-129
- DOI
  10.1016/j.neucom.2021.08.122
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20K11882
[Journal Article] Transfer-RLS method and transfer-FORCE learning for simple and fast training of reservoir computing models2021
- Author(s)
  Hiroto Tamura and Gouhei Tanaka
- Journal Title
  
  Neural Networks
  
  Volume: 143 Pages: 550-563
- DOI
  10.1016/j.neunet.2021.06.031
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20J13556, KAKENHI-PROJECT-20K11882
[Journal Article] Recent Advances in Physical Reservoir Computing: A Review2019
- Author(s)
  G. Tanaka, T. Yamane, J. B. Heroux, R. Nakane, N. Kanazawa, S. Takeda, H. Numata, D. Nakano, and A. Hirose
- Journal Title
  
  Neural Networks
  
  Volume: 115 Pages: 100-123
- DOI
  10.1016/j.neunet.2019.03.005
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-16K00326
[Journal Article] Spatially Arranged Sparse Recurrent Neural Networks for Energy Efficient Associative Memory2019
- Author(s)
  G. Tanaka, R. Nakane, T. Takeuchi, T. Yamane, D. Nakano, Y. Katayama, and A. Hirose
- Journal Title
  
  IEEE Transactions on Neural Networks and Learning Systems
  
  Volume: - Issue: 1 Pages: 1-15
- DOI
  10.1109/tnnls.2019.2899344
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-16K00326, KAKENHI-PROJECT-15H02756, KAKENHI-PROJECT-18H04105
[Journal Article] Hybrid pooling for enhancement of generalization ability in deep convolutional neural networks2019
- Author(s)
  Z. Tong and G. Tanaka
- Journal Title
  
  Neurocomputing
  
  Volume: 333 Pages: 76-85
- DOI
  10.1016/j.neucom.2018.12.036
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-16K00326
[Journal Article] Bifurcation mechanism for emergence of spontaneous oscillations in coupled heterogeneous excitable units2018
- Author(s)
  K. Morino, G. Tanaka, K. Aihara
- Journal Title
  
  Physical Review E
  
  Volume: 98 Issue: 5 Pages: 052210-052210
- DOI
  10.1103/physreve.98.052210
- Peer Reviewed
- Data Source
  KAKENHI-PUBLICLY-17H05994, KAKENHI-PROJECT-15H05707
[Journal Article] Bifurcation analysis of a mathematical model of atopic dermatitis to determine patient-specific effects of treatments on dynamic phenotypes2018
- Author(s)
  G. Tanaka, E. Dominguez-Huttinger, P. Christodoulides, K. Aihara, and R. J Tanaka
- Journal Title
  
  Journal of Theoretical Biology
  
  Volume: 448 Pages: 66-79
- DOI
  10.1016/j.jtbi.2018.04.002
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PUBLICLY-17H05994, KAKENHI-PROJECT-15H05707
[Journal Article] Reservoir Computing With Spin Waves Excited in a Garnet Film2018
- Author(s)
  R. Nakane, G. Tanaka, and A. Hirose
- Journal Title
  
  IEEE ACCESS
  
  Volume: 6 Pages: 4462-4469
- DOI
  10.1109/access.2018.2794584
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-16K00326, KAKENHI-PROJECT-15H02756
[Journal Article] Robustness of coupled oscillator networks with heterogeneous natural frequencies2017
- Author(s)
  T. Yuan and G. Tanaka
- Journal Title
  
  Chaos
  
  Volume: 27 Issue: 12
- DOI
  10.1063/1.4991742
- Peer Reviewed
- Data Source
  KAKENHI-PUBLICLY-17H05994
[Journal Article] Dynamical robustness of coupled heterogeneous oscillators2014
- Author(s)
  Gouhei Tanaka, Kai Morino, Kazuyuki Aihara
- Journal Title
  
  Physical Review E
  
  Volume: Vol. 89, Issue 5, 052906 Issue: 5
- DOI
  10.1103/physreve.89.052906
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-24700222, KAKENHI-PROJECT-26400401
[Journal Article] Efficient recovery of dynamic behavior in coupled oscillator networks2013
- Author(s)
  Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Journal Title
  
  Physical Review E
  
  Volume: Vol. 88 Issue: 3 Pages: 32909-32909
- DOI
  10.1103/physreve.88.032909
- Data Source
  KAKENHI-PROJECT-24700222
[Journal Article] Dynamical robustness in complex networks : the crucial role of low-degree nodes2012
- Author(s)
  Gouhei Tanaka, Kai Morino, Kazuyuki Aihara
- Journal Title
  
  Scientific Reports
  
  Volume: Vol. 2 Issue: 1 Pages: 232-232
- DOI
  10.1038/srep00232
- Data Source
  KAKENHI-PROJECT-24700222
[Journal Article] Complex-Valued Multistate Associate Memory with Nonlinear Multilevel Functions for Gray-Level Image Reconstruction2009
- Author(s)
  田中剛平, 合原一幸
- Journal Title
  
  IEEE Transactions on Neural Networks 20
  
  Pages: 1463-1473
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-19700214
[Journal Article] 複素数と数理工学2009
- Author(s)
  田中剛平、合原一幸
- Journal Title
  
  数理科学 8月号
  
  Pages: 54-55
- Data Source
  KAKENHI-PROJECT-19700214
[Journal Article] Backpropagation Learning Algorithm for Multilayer Phasor Neural Networks2009
- Author(s)
  Gouhei Tanaka, Kazuyuki Aihara
- Journal Title
  
  Lecture Notes in Computer Science(C.S. Leung, M. Lee, and J.H. Chan(Eds. )) Vol.5863
  
  Pages: 484-493
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-19700214
[Journal Article] Complex-Valued Multistate Associative Memory with Nonlinear Multilevel Functions for Gray-Level Image Reconstruction2009
- Author(s)
  Gouhei Tanaka, Kazuyuki Aihara
- Journal Title
  
  IEEE Transactions on Neural Networks Vol.20,No.9
  
  Pages: 1463-1473
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-19700214
[Journal Article] カオス工学は何を可能にしたか2008
- Author(s)
  田中剛平、合原一幸
- Journal Title
  
  科学(岩波出版) 11
  
  Pages: 1242-1245
- Data Source
  KAKENHI-PROJECT-19700214
[Journal Article] 非線形多値関数を用いた複素連想記憶モデル2008
- Author(s)
  田中剛平
- Journal Title
  
  電子情報通信学会非線形問題研究会技術報告 NLP2007-144
  
  Pages: 13-18
- NAID
  110006623244
- Data Source
  KAKENHI-PROJECT-19700214
[Journal Article] Complex-Valued Multistate Associative Memory with Nonlinear Multilevel Functions for Gray-Level Image Reconstruction
- Author(s)
  Gouhei Tanaka and Kazuyuki Aihara
- Journal Title
  
  Proceedings of IEEE International Joint Conference on Neural Networks (IJCNN2008) (採録決定)
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-19700214
[Patent] 感染症対策プログラム、感染症対策装置および感染症対策方法2013
- Inventor(s)
  合原一幸、田中剛平、占部千由
- Industrial Property Rights Holder
  合原一幸、田中剛平、占部千由
- Industrial Property Rights Type
  特許
- Industrial Property Number
  2013-169914
- Filing Date
  2013-08-19
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] リザバーコンピューティングの基礎・応用・実装2024
- Author(s)
  田中剛平
- Organizer
  光ネットワーク産業・技術研究会, 研究会「光コンピューティングの新たな展望」
- Invited
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] 多様性に基づくリザバーコンピューティング2024
- Author(s)
  田中剛平
- Organizer
  電子情報通信学会総合大会シンポジウムセッション「ニューロモルフィック・リザーバーコンピューティングの現状と未来」
- Invited
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] 一人称視点動画の特性に着目した効率的な活動分類モデルの設計2024
- Author(s)
  馬場浩平, 藤原寛太郎, 田中剛平
- Organizer
  電子情報通信学会非線形問題研究会
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] Identity Recognition with Bidirectional Echo State Networks from Continuous Blood Pressure Data2023
- Author(s)
  Z. Li, K. Fujiwara, and G. Tanaka
- Organizer
  The 33rd Annual Meeting of the Japanese Neural Network Society
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] Indoor air quality prediction using multi-reservoir echo state network with attention mechanism2023
- Author(s)
  Wenrui Qiu, Gouhei Tanaka
- Organizer
  電子情報通信学会非線形問題研究会
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Dynamical Graph Echo State Networks with Snapshot Merging for Spreading Process Classification2023
- Author(s)
  Z. Li, K. Fujiwara, and G. Tanaka
- Organizer
  International Conference on Neural Information Processing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] An Echo State Network-Based Method for Identity Recognition with Continuous Blood Pressure Data2023
- Author(s)
  Z. Li, K. Fujiwara, and G. Tanaka
- Organizer
  International Conference on Artificial Neural Networks
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] Diverse-Timescale Echo State Networks for Multiscale Modeling2023
- Author(s)
  G. Tanaka
- Organizer
  International Conference on Neuromorphic, Natural, and Physical Computing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] AIによる複雑ダイナミクスのパターン認識2023
- Author(s)
  田中剛平
- Organizer
  日本生理学会第100回記念大会, 100周年記念事業委員会企画シンポジウム「AIが切り開く医学・生理学・生命科学の新展開」
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リザバーコンピューティングによる時系列データ学習2023
- Author(s)
  田中剛平
- Organizer
  第15回Nagoyaオープンイノベーション研究会
- Invited
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] リザバーコンピューティングの高性能化・高効率化に関して2023
- Author(s)
  田中剛平
- Organizer
  第15回 AI Optics研究グループ研究会
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リザバーコンピューティングとマルチスケールモデリング2023
- Author(s)
  田中剛平
- Organizer
  電子情報通信学会総合大会, チュートリアルセッション「NBT-1. 次世代ネットワークを支える数理モデルの展開」
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Mahalanobis Distance of Reservoir States for Highly-Efficient Time-Series Classification2023
- Author(s)
  H. Tamura, K. Fujiwara, K. Aihara, and G. Tanaka
- Organizer
  The 33rd Annual Meeting of the Japanese Neural Network Society
- Data Source
  KAKENHI-PROJECT-23K28154
[Presentation] リザバーコンピューティングに基づく省エネ情報処理2022
- Author(s)
  田中剛平
- Organizer
  生理研研究会「第2回人工知能技術と科学の強調と展開」
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リワードマシンを用いる強化学習手法の計算性能とタスク難易度の関係2022
- Author(s)
  渡邊隆二，田中剛平
- Organizer
  電子情報通信学会非線形問題研究会
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リザバーコンピューティングの基礎と実装2022
- Author(s)
  田中剛平
- Organizer
  第45回光機能磁性材料・デバイス専門研究会
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] 教師なしパターン認識のためのスパイキングニューラルネットワークにおけるスパース結合の影響2022
- Author(s)
  品川大樹，藤原寛太郎，田中剛平
- Organizer
  電子情報通信学会非線形問題研究会
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リザバーコンピューティングの基礎と応用2021
- Author(s)
  田中剛平
- Organizer
  ネットワーク科学研究会2021
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リザバーコンピューティングの概念と最近の動向2021
- Author(s)
  田中剛平
- Organizer
  電子情報通信学会 Webinarテクノロジートレンドシリーズ
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Role of nonlinearity in memristive networks for reservoir computing2021
- Author(s)
  G. Tanaka and R. Nakane
- Organizer
  Memrisys 2021
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] partial-FORCE: a fast and robust online training method for recurrent neural networks2021
- Author(s)
  H. Tamura and G. Tanaka
- Organizer
  International Joint Conference on Neural Networks
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] A Multi-Reservoir Echo State Network with Multiple-Size Input Time Slices for Nonlinear Time-Series Prediction2021
- Author(s)
  Z. Li and G. Tanaka
- Organizer
  International Conference on Neural Information Processing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リザバーコンピューティングの多面的な魅力2021
- Author(s)
  田中剛平
- Organizer
  コンピューテーショナル・インテリジェンス・フォーラム2021
- Invited
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Physical reservoir computing with nanotechnology2021
- Author(s)
  G. Tanaka
- Organizer
  IEEE International Nanodevices and Computing Conference
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Deep Echo State Networks with Multi-Span Features for Nonlinear Time Series Prediction2020
- Author(s)
  Ziqiang Li and Gouhei Tanaka
- Organizer
  International Joint Conference on Neural Networks
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] リザバーコンピューティングの現状と未来2020
- Author(s)
  田中剛平
- Organizer
  応用物理学会システムデバイスロードマップ委員会
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] 少数のニューロンから成るリカレントニューラルネットワークの訓練のための拡張full-FORCE法2020
- Author(s)
  田村浩人，田中剛平
- Organizer
  第30回日本神経回路学会全国大会
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Two-Step FORCE Learning Algorithm for Fast Convergence in Reservoir Computing2020
- Author(s)
  Hiroto Tamura and Gouhei Tanaka
- Organizer
  International Conference on Artificial Neural Networks
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] HP-ESN: Echo State Networks Combined with Hodrick-Prescott Filter for Nonlinear Time-Series Prediction2020
- Author(s)
  Ziqiang Li and Gouhei Tanaka
- Organizer
  International Joint Conference on Neural Networks
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] ワーキングメモリと選択の脳内メカニズムを考慮したリザバーコンピューティングモデル2020
- Author(s)
  鈴木雄大，田中剛平
- Organizer
  第30回日本神経回路学会全国大会
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] 物理リザバーコンピューティングによる時系列パターン認識2020
- Author(s)
  田中剛平
- Organizer
  第41回IBISML研究会
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Introduction to Physical RC2020
- Author(s)
  Gouhei Tanaka
- Organizer
  International Conference on Neuromorphic Systems
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11882
[Presentation] Bifurcation analysis for dynamical behavior in cell systems2019
- Author(s)
  G. Tanaka
- Organizer
  1st Int. Symp. on Interdisciplinary Approaches to Integrative Understanding of Biological Signaling Networks
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PUBLICLY-17H05994
[Presentation] Numerical Analysis on Wave Dynamics in a Spin-Wave Reservoir for Machine Learning2019
- Author(s)
  R. Nakane, G. Tanaka, and A. Hirose
- Organizer
  International Joint Conference on Neural Networks
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Analysis on Characteristics of Multi-Step Learning Echo State Networks for Nonlinear Time Series Prediction2019
- Author(s)
  T. Akiyama and G. Tanaka
- Organizer
  International Joint Conference on Neural Networks
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Dimensionality Reduction by Reservoir Computing and Its Application to IoT Edge Computing2018
- Author(s)
  T. Yamane, H. Numata, J. B. Heroux, N. Kanazawa, S. Takeda, G. Tanaka, R. Nakane, A. Hirose, and D. Nakano
- Organizer
  International Conference on Neural Information Processing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] 3D-skeleton-Based Human Action Recognition with a Combination of Random Convolutional Networks and Echo State Networks2018
- Author(s)
  Ziqiang Tong, Gouhei Tanaka
- Organizer
  情報論的学習理論と機械学習研究会
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Network Structure-Dependent Performance of Memristor-Based Reservoir Computing2018
- Author(s)
  G. Tanaka, R. Nakane, A. Hirose
- Organizer
  Cognitive Computing - Merging Concepts with Hardware
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Proposal of carrier-wave reservoir computing2018
- Author(s)
  A. Hirose, G. Tanaka, S. Takeda, T. Yamane, H. Numata, N. Kanazawa, J. B. Heroux, D. Nakano, R. Nakane
- Organizer
  International Conference on Neural Information Processing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Demonstration of spin-wave-based reservoir computing for next-generation machine-learning devices2018
- Author(s)
  R. Nakane, G. Tanaka, A. Hirose
- Organizer
  International Conference on Magnetism
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Recent advances in physical reservoir computing2018
- Author(s)
  Gouhei Tanaka
- Organizer
  The 3rd Neuromorphic Research Retreat in AIST
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] 多段階学習Echo state networkによる非線形時系列予測2018
- Author(s)
  秋山貴則, 田中剛平
- Organizer
  情報論的学習理論と機械学習研究会
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Reservoir Computing with Untrained Convolutional Neural Networks for Image Recognition2018
- Author(s)
  Z. Tong and G. Tanaka
- Organizer
  International Conference on Pattern Recognition
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Dynamical Robustness of Coupled Oscillator Networks2017
- Author(s)
  G. Tanaka, K. Morino, T. Yuan, and K. Aihara
- Organizer
  International workshop on analysis of phase dynamics and its application to biological phenomena
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PUBLICLY-17H05994
[Presentation] Complex-valued neural networks for wave-based realization of reservoir computing2017
- Author(s)
  A. Hirose, S. Takeda, T. Yamane, D. Nakano, S. Nakagawa, R. Nakane, and G. Tanaka
- Organizer
  Int. Conf. Neural Information Processing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Dynamical Behavior in Coupled Heterogeneous Excitable Phase Oscillators2017
- Author(s)
  K. Morino, G. Tanaka, and K. Aihara
- Organizer
  International workshop on analysis of phase dynamics and its application to biological phenomena
- Invited / Int'l Joint Research
- Data Source
  KAKENHI-PUBLICLY-17H05994
[Presentation] Simulation Study of Physical Reservoir Computing by Nonlinear Deterministic Time Series Analysis2017
- Author(s)
  T. Yamane, S. Takeda, D. Nakano, G. Tanaka, R. Nakane, A. Hirose, S. Nakagawa
- Organizer
  Int. Conf. Neural Information Processing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Complex-Valued Neural Networks to Realize Energy-Efficient Neural Networks Including Reservoir Computing2017
- Author(s)
  A. Hirose, S. Takeda, T. Yamane, D. Nakano, S. Nakagawa, R. Nakane, and G. Tanaka
- Organizer
  Int. Symp. Nonlinear Theory and its Applications
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Nonlinear Dynamics of Memristive Networks and its Application to Reservoir Computing2017
- Author(s)
  G. Tanaka, R. Nakane, T. Yamane, S. Takeda, D. Nakano, S. Nakagawa, A. Hirose
- Organizer
  Int. Symp. Nonlinear Theory and its Applications
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] ニューロン特性の不均一性を考慮したエコーステートネットワーク2017
- Author(s)
  田中剛平, 中根了昌, 山根敏志, 中野大樹, 武田征士, 中川茂, 廣瀬明
- Organizer
  電子情報通信学会2017年総合大会
- Place of Presentation
  名城大学
- Year and Date
  2017-03-21
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Waveform Classification by Memristive Reservoir Computing2017
- Author(s)
  G. Tanaka, R. Nakane, T. Yamane, S. Takeda, D. Nakano, S. Nakagawa, A. Hirose
- Organizer
  Int. Conf. Neural Information Processing
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Computational Performance of Echo State Networks with Dynamic Synapses2016
- Author(s)
  R. Mori, G. Tanaka, R. Nakane, A. Hirose, and K. Aihara
- Organizer
  International Conference on Neural Information Processing
- Place of Presentation
  Kyoto
- Year and Date
  2016-10-16
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] リザーバ計算と省エネルギー情報処理2016
- Author(s)
  田中剛平
- Organizer
  第219回有機エレクトロニクス材料研究会
- Place of Presentation
  東京大学
- Invited
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] Exploiting Heterogeneous Units for Reservoir Computing with Simple Architecture2016
- Author(s)
  G. Tanaka, R. Nakane, T. Yamane, D. Nakano, S. Takeda, S. Nakagawa, and A. Hirose
- Organizer
  International Conference on Neural Information Processing
- Place of Presentation
  Kyoto
- Year and Date
  2016-10-16
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00326
[Presentation] 感染症流行モデルにおけるワクチン配分問題と最適制御2014
- Author(s)
  田中剛平
- Organizer
  計測自動制御学会第1回制御部門マルチシンポジウム
- Place of Presentation
  電気通信大学　（東京都）
- Invited
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Dynamical Robustness of Complex Oscillator Networks2014
- Author(s)
  Gouhei Tanaka, Kai Morino, Kazuyuki Aihara
- Organizer
  The 33rd Dynamics Days Europe
- Place of Presentation
  Madrid　（Spain）
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Effective strategy to recover global oscillation in damaged oscillator networks2013
- Author(s)
  Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  The 3rd International Symposium on Innovative Mathematical Modelling
- Place of Presentation
  東京大学　（東京都）
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Epidemic spreading in metapopulation networks and its control2013
- Author(s)
  Gouhei Tanaka
- Organizer
  The 3^<rd> International Symposium on Innovative Mathematical Modelling
- Place of Presentation
  東京
- Year and Date
  2013-11-14
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Effect of assortativity on dynamical robustness of oscillator networks2013
- Author(s)
  Takeyuki Sasai, Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  JSPS Core-to-Core Program and Specially Promoted Research Joint Symposium
- Place of Presentation
  東京
- Year and Date
  2013-03-27
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] メタポピュレーションネットワークモデルに基づく感染症対策戦略の有効性の評価2013
- Author(s)
  田中剛平,占部千由,合原一幸
- Organizer
  文科省ワークショップ
- Place of Presentation
  東京
- Year and Date
  2013-10-23
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] メタポピュレーションネットワークモデルに基づく感染症対策戦略の有効性の評価2013
- Author(s)
  田中剛平、占部千由、合原一幸
- Organizer
  文科省ワークショップ「感染症流行モデリング：理論、実践とシミュレーションのギャップを埋める」
- Place of Presentation
  東京大学　（東京都）
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] 意見形成モデルにおける一極集中現象と中立者の影響2013
- Author(s)
  竹内大樹,田中剛平,藤江遼,合原一幸,鈴木秀幸
- Organizer
  日本数理生物学会第23回年会
- Place of Presentation
  静岡
- Year and Date
  2013-09-12
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Dynamical Robustness of Complex Oscillator Networks2013
- Author(s)
  Gouhei Tanaka, Kai Morino, Kazuyuki Aihara
- Organizer
  The 33^<rd> Dynamics Days Europe
- Place of Presentation
  マドリード(スペイン)
- Year and Date
  2013-06-03
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Failure recovery in complex networks composed of active and inactive oscillators2013
- Author(s)
  Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  Network Frontier Workshop 2013
- Place of Presentation
  エバンストン(USA)
- Year and Date
  2013-12-06
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Epidemic spreading in metapopulation networks with heterogeneous infection risks2013
- Author(s)
  Gouhei Tanaka, Chiyori Urabe, Kazuyuki Aihara
- Organizer
  EPIDEMICS 4
- Place of Presentation
  アムステルダム(オランダ)
- Year and Date
  2013-11-21
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Effect of Assortativity on Dynamical Robustness of Oscillator Networks2013
- Author(s)
  Takeyuki Sasai, Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  JSPS Core-to-Core Program and Specially Promoted Research Joint Symposium
- Place of Presentation
  Tokyo
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Epidemic spreading in metapopulation networks with heterogeneous infection risks2013
- Author(s)
  Gouhei Tanaka, Chiyori Urabe, Kazuyuki Aihara
- Organizer
  Epidemics 4
- Place of Presentation
  Amsterdam (Netherlands)
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Epidemic Spreading in Metapopulation Networks and its Control: Theory and Applications2013
- Author(s)
  Gouhei Tanaka
- Organizer
  The 3rd International Symposium on Innovative Mathematical Modelling
- Place of Presentation
  東京大学　（東京都）
- Invited
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Failure recovery in complex networks composed of active and inactive oscillators2013
- Author(s)
  Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  Network Frontier Workshop 2013
- Place of Presentation
  Northwestern University (Evanston, USA)
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Epidemic Spreading in Heterogeneous Metapopulation Networks Composed of High-risk and Low-risk Patches2012
- Author(s)
  Gouhei Tanaka, Chiyori Urabe, Kazuyuki Aihara
- Organizer
  Workshop of Epidemics on Networks: Current Trends and Challenges
- Place of Presentation
  Girona (Spain)
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Dynamical robustness in synaptically coupled neuronal networks2012
- Author(s)
  Gouhei Tanaka, Kai Morino, Kazuyuki Aihara
- Organizer
  International Symposium on Nonlinear Theory and its Applications
- Place of Presentation
  Mallorca (Spain)
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Towards Understanding Robustness of Dynamics and Function in Neural Networks2012
- Author(s)
  Gouhei Tanaka
- Organizer
  The 2nd International Workshop on Brain Inspired Computing
- Place of Presentation
  筑波
- Year and Date
  2012-06-04
- Invited
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] 環境不均一性を考慮したメタポピュレーションネットワークにおける感染症伝播2012
- Author(s)
  田中剛平, 占部千由, 合原一幸
- Organizer
  日本数理生物学会第22回大会
- Place of Presentation
  岡山大学
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] 生命ネットワークにおける動的ロバスト性の数理的解析2012
- Author(s)
  田中剛平,森野佳生,合原一幸
- Organizer
  日本生物物理学会第50回年会
- Place of Presentation
  名古屋
- Year and Date
  2012-09-22
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Robustness and fragility of dynamics on complex networks2012
- Author(s)
  Gouhei Tanaka
- Organizer
  International Conference on Towards Mathematical Foundations of Complex Networks Theory
- Place of Presentation
  京都
- Year and Date
  2012-09-16
- Invited
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Spreading in heterogeneous metapopulation networks composed of high-risk and low-risk patches2012
- Author(s)
  Gouhei Tanaka, Chiyori, Urabe, Kazuyuki Aihara
- Organizer
  Workshop of Epidemics on Networks : Current Trends and Challenges
- Place of Presentation
  ジローナ(スペイン)
- Year and Date
  2012-09-06
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Robustness and fragility of dynamics on complex networks2012
- Author(s)
  Gouhei Tanaka
- Organizer
  International Conference on Towards Mathematical Foundations of Complex Network Theory
- Place of Presentation
  Kyoto
- Invited
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] 生命ネットワークにおける動的ロバスト性の数理的解析2012
- Author(s)
  田中剛平, 森野佳生, 合原一幸
- Organizer
  日本生物物理学会第50回年会
- Place of Presentation
  名古屋大学
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Dynamical Robustness in Complex Networks of Heterogeneous Oscillators2012
- Author(s)
  Gouhei Tanaka, Kai Morino, Kazuyuki Aihara
- Organizer
  The 2nd International Symposium on Innovative Mathematical Modelling
- Place of Presentation
  Tokyo
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Clustering in complex networks of coupled excitable and oscillatory phase oscillators2012
- Author(s)
  Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  International Conference on Towards Mathematical Foundations of Complex Network Theory
- Place of Presentation
  Kyoto
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Phase Transitions in Complex Networks Composed of Excitable and Oscillatory Elements2012
- Author(s)
  Kai Morino, Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  The 2nd International Symposium on Innovative Mathematical Modelling
- Place of Presentation
  Tokyo
- Data Source
  KAKENHI-PROJECT-24700222
[Presentation] Backpropagation Learning Algorithm for Multilayer Phasor Neural Networks2009
- Author(s)
  Gouhei Tanaka, Kazuyuki Aihara
- Organizer
  International Conference on Neural Information Processing
- Place of Presentation
  Bangkok(Thailand)
- Year and Date
  2009-12-04
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] Learning Algorithm for Multilayer Phasor Neural Networks2009
- Author(s)
  Gouhei Tanaka
- Organizer
  International Conference on Neural Information Processing
- Place of Presentation
  バンコク(タイ)
- Year and Date
  2009-12-04
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] Complex-Valued Multistate Associative Memory with Nonlinear Multilevel Functions for Gray-Level Image Reconstruction2008
- Author(s)
  Gouhei Tanaka
- Organizer
  IEEE World Congress on Computational Intelligence (WCCI2008)
- Place of Presentation
  HongKong
- Year and Date
  2008-06-02
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] 非線形多値関数を用いた複素連想記憶モデル2008
- Author(s)
  田中剛平
- Organizer
  電子情報通信学会非線形問題研究会
- Place of Presentation
  札幌
- Year and Date
  2008-02-01
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] Complex-Valued Multistate Associative Memory Based on Nonlinear Multilevel Functions for Gray-level Image Reconstruction2008
- Author(s)
  Gouhei Tanaka
- Organizer
  World Congress on Computational Intelligence
- Place of Presentation
  香港
- Year and Date
  2008-06-02
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] Complex-Valued Multistate Associative Memory with Nonlinear Multilevel Functions for Gray- Level Image Reconstruction2008
- Author(s)
  Gouhei Tanaka and Kazuyuki Aihara
- Organizer
  IEEE World Congress on Computational Intelligence(WCCI)/International Joint Conferenve on Neural Networks(IJCNN)
- Place of Presentation
  Hongkong
- Year and Date
  2008-06-02
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] A Heuristic Approach to Graph Coloring Problems with Complex-Valued Neural Networks2008
- Author(s)
  Gouhei Tanaka and Kazuyuki Aihara
- Organizer
  International Symposium on Nonlinear Theory and its Applications
- Place of Presentation
  Budapest
- Year and Date
  2008-09-09
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] 非線形多値関数を用いた複素連想記憶モデル2008
- Author(s)
  田中剛平
- Organizer
  電子情報通信学会非線形問題研究会
- Place of Presentation
  札幌(北海道)
- Year and Date
  2008-02-01
- Data Source
  KAKENHI-PROJECT-19700214
[Presentation] A Heuristic Approach to Graph Coloring Problems Using Complex-Valued Neural Networks2008
- Author(s)
  Gouhei Tanaka
- Place of Presentation
  ブダペスト(ハンガリー)
- Year and Date
  2008-09-09
- Data Source
  KAKENHI-PROJECT-19700214

1. 井上公 (00356502)

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2. 井上悠 (90843342)

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3. 矢嶋赳彬 (10644346)

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4. 飯塚哲也 (10552177)

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5. 堀田育志 (30418652)

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6. 藤原寛太郎 (00557704)

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7. 合原一幸

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Tanaka Gohei 田中 剛平

TANAKA GOUHEI 田中 剛平

Tanaka Gouhei 田中 剛平

TANAKA Gouhei 田中 剛平

Research Projects

Research Products

Co-Researchers

Innovative Edge AI: Building the Science of Information Processing for Long-Timescale Human Interaction

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Mathematical Foundations of Brain-Inspired Computing Based on DiversityPrincipal Investigator

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Development of fast machine learning methods based on combinations of different computational modelsPrincipal Investigator

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Bifurcation analysis of cellular systems dynamics and its application to disease controlPrincipal Investigator

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Mathematical analysis and optimal design of reservoir computing systemsPrincipal Investigator

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Mathematical Research on Dynamical Robustness of Complex NetworksPrincipal Investigator

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Nonlinear Dynamics Analysis of Complex-Valued Neural Networks and its Engineering ApplicationsPrincipal Investigator

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[Book] リザバーコンピューティング2021

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[Book] 数理科学8月号2009

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[Book] 社会を変える驚きの数学2008

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[Book] 科学11月号2008

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[Journal Article] Multi-Reservoir Echo State Networks with Hodrick?Prescott Filter for nonlinear time-series prediction2023

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[Journal Article] A Simple Memristive Circuit for Pattern Classification Based on Reservoir Computing2022

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[Journal Article] Computational efficiency of multi-step learning echo state networks for nonlinear time series prediction2022

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Tanaka Gohei 田中剛平

TANAKA GOUHEI 田中剛平

Tanaka Gouhei 田中剛平

TANAKA Gouhei 田中剛平