Gouhei Tanaka

Publication Activity (10 Years)

Years Active: 2003-2024
Publications (10 Years): 57

Top Topics

Echo State Networks

Reservoir Computing

Simulation Platform

Image Recognition

Top Venues

Publications

Shihori Koyama, Daisuke Inoue, Hiroaki Yoshida, Kazuyuki Aihara, Gouhei Tanaka
Predicting unobserved climate time series data at distant areas via spatial correlation using reservoir computing. CoRR (2024)
Shuhan Zheng, Ziqiang Li, Kantaro Fujiwara, Gouhei Tanaka
Diffusion model for relational inference. CoRR (2024)
Junkai Mao, Yuexing Han, Gouhei Tanaka, Bing Wang
Backbone-based Dynamic Spatio-Temporal Graph Neural Network for epidemic forecasting. Knowl. Based Syst. 296 (2024)
Ziqiang Li, Kantaro Fujiwara, Gouhei Tanaka
Dynamical Graph Echo State Networks with Snapshot Merging for Dissemination Process Classification. CoRR (2023)
Hisashi Inoue, Hiroto Tamura, Ai Kitoh, Xiangyu Chen, Zolboo Byambadorj, Takeaki Yajima, Yasushi Hotta, Tetsuya Iizuka, Gouhei Tanaka, Isao H. Inoue
Long-time-constant leaky-integrating oxygen-vacancy drift-diffusion FET for human-interactive spiking reservoir computing. VLSI Technology and Circuits (2023)
Ziqiang Li, Kantaro Fujiwara, Gouhei Tanaka
Dynamical Graph Echo State Networks with Snapshot Merging for Spreading Process Classification. ICONIP (10) (2023)
Ziqiang Li, Yun Liu, Gouhei Tanaka
Multi-Reservoir Echo State Networks with Hodrick-Prescott Filter for nonlinear time-series prediction. Appl. Soft Comput. 135 (2023)
Jiaxuan Chen, Haotian Chen, Ryosho Nakane, Gouhei Tanaka, Akira Hirose
Time-domain Fading Channel Prediction Based on Spin-wave Reservoir Computing. IJCNN (2023)
Junkai Mao, Yuexing Han, Gouhei Tanaka, Bing Wang
Backbone-based Dynamic Graph Spatio-Temporal Network for Epidemic Forecasting. CoRR (2023)
Junya Kato, Gouhei Tanaka, Ryosho Nakane, Akira Hirose
Proposal of Reconstructive Reservoir Computing to Detect Anomaly in Time-series Signals. IJCNN (2022)
Ziqiang Li, Gouhei Tanaka
Multi-reservoir echo state networks with sequence resampling for nonlinear time-series prediction. Neurocomputing 467 (2022)
Gouhei Tanaka, Claudio Gallicchio, Alessio Micheli, Juan-Pablo Ortega, Akira Hirose
Guest Editorial Special Issue on New Frontiers in Extremely Efficient Reservoir Computing. IEEE Trans. Neural Networks Learn. Syst. 33 (6) (2022)
Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J. Quill, Scott T. Keene, Alberto Salleo, Julie Grollier, Danijela Markovic, Alice Mizrahi, Peng Yao, J. Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram H. P. Pernice, Harish Bhaskaran, Steve B. Furber, Emre Neftci, Franz Scherr, Wolfgang Maass, Srikanth Ramaswamy, Jonathan Tapson, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A. Cleland, Christoph Posch, Shih-Chii Liu, Gabriella Panuccio, Mufti Mahmud, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N. Pryds
2022 roadmap on neuromorphic computing and engineering. Neuromorph. Comput. Eng. 2 (2) (2022)
Ryosho Nakane, Akira Hirose, Gouhei Tanaka
Performance enhancement of a spin-wave-based reservoir computing system utilizing different physical conditions. CoRR (2022)
Zhiqiang Tong, Ryosho Nakane, Akira Hirose, Gouhei Tanaka
A Simple Memristive Circuit for Pattern Classification Based on Reservoir Computing. Int. J. Bifurc. Chaos 32 (9) (2022)
Xiao Hong, Yuexing Han, Gouhei Tanaka, Bing Wang
Co-evolution dynamics of epidemic and information under dynamical multi-source information and behavioral responses. Knowl. Based Syst. 252 (2022)
Takanori Akiyama, Gouhei Tanaka
Computational Efficiency of Multi-Step Learning Echo State Networks for Nonlinear Time Series Prediction. IEEE Access 10 (2022)
Jiaxuan Chen, Ryosho Nakane, Gouhei Tanaka, Akira Hirose
Proposal of Film-penetrating Transducers for a Spin-wave Reservoir Computing Chip. IJCNN (2022)
Dennis V. Christensen, Regina Dittmann, Bernabé Linares-Barranco, Abu Sebastian, Manuel Le Gallo, Andrea Redaelli, Stefan Slesazeck, Thomas Mikolajick, Sabina Spiga, Stephan Menzel, Ilia Valov, Gianluca Milano, Carlo Ricciardi, Shi-Jun Liang, Feng Miao, Mario Lanza, Tyler J. Quill, Scott T. Keene, Alberto Salleo, Julie Grollier, Danijela Markovic, Alice Mizrahi, Peng Yao, J. Joshua Yang, Giacomo Indiveri, John Paul Strachan, Suman Datta, Elisa Vianello, Alexandre Valentian, Johannes Feldmann, Xuan Li, Wolfram H. P. Pernice, Harish Bhaskaran, Emre Neftci, Srikanth Ramaswamy, Jonathan Tapson, Franz Scherr, Wolfgang Maass, Priyadarshini Panda, Youngeun Kim, Gouhei Tanaka, Simon Thorpe, Chiara Bartolozzi, Thomas A. Cleland, Christoph Posch, Shih-Chii Liu, Arnab Neelim Mazumder, Morteza Hosseini, Tinoosh Mohsenin, Elisa Donati, Silvia Tolu, Roberto Galeazzi, Martin Ejsing Christensen, Sune Holm, Daniele Ielmini, N. Pryds
2021 Roadmap on Neuromorphic Computing and Engineering. CoRR (2021)
Gouhei Tanaka, Tadayoshi Matsumori, Hiroaki Yoshida, Kazuyuki Aihara
Reservoir Computing with Diverse Timescales for Prediction of Multiscale Dynamics. CoRR (2021)
Takehiro Ichimura, Ryosho Nakane, Gouhei Tanaka, Akira Hirose
A Numerical Exploration of Signal Detector Arrangement in a Spin-Wave Reservoir Computing Device. IEEE Access 9 (2021)
Hiroto Tamura, Gouhei Tanaka
Transfer-RLS method and transfer-FORCE learning for simple and fast training of reservoir computing models. Neural Networks 143 (2021)
Hiroto Tamura, Gouhei Tanaka
partial-FORCE: A fast and robust online training method for recurrent neural networks. IJCNN (2021)
Gouhei Tanaka, Ryosho Nakane
Simulation platform for pattern recognition based on reservoir computing with memristor networks. CoRR (2021)
Ziqiang Li, Gouhei Tanaka
A Multi-Reservoir Echo State Network with Multiple-Size Input Time Slices for Nonlinear Time-Series Prediction. ICONIP (2) (2021)
Takehiro Ichimura, Ryosho Nakane, Gouhei Tanaka, Akira Hirose
A numerical exploration of signal detector arrangement in a spin-wave reservoir computing device. CoRR (2021)
Takehiro Ichimura, Ryosho Nakane, Gouhei Tanaka, Akira Hirose
Spatial distribution of information effective for logic function learning in spin-wave reservoir computing chip utilizing spatiotemporal physical dynamics. IJCNN (2020)
Ziqiang Li, Gouhei Tanaka
Deep Echo State Networks with Multi-Span Features for Nonlinear Time Series Prediction. IJCNN (2020)
Ziqiang Li, Gouhei Tanaka
HP-ESN: Echo State Networks Combined with Hodrick-Prescott Filter for Nonlinear Time-Series Prediction. IJCNN (2020)
Gouhei Tanaka, Ryosho Nakane, Tomoya Takeuchi, Toshiyuki Yamane, Daiju Nakano, Yasunao Katayama, Akira Hirose
Spatially Arranged Sparse Recurrent Neural Networks for Energy Efficient Associative Memory. IEEE Trans. Neural Networks Learn. Syst. 31 (1) (2020)
Hiroto Tamura, Gouhei Tanaka
Two-Step FORCE Learning Algorithm for Fast Convergence in Reservoir Computing. ICANN (2) (2020)
Ryosho Nakane, Gouhei Tanaka, Akira Hirose
In a Spin-Wave Reservoir for Machine Learning. IJCNN (2019)
Gouhei Tanaka, Ryosho Nakane, Akira Hirose
Echo State Networks Composed of Units with Time-Varying Nonlinearity. Aust. J. Intell. Inf. Process. Syst. 17 (2) (2019)
Takanori Akiyama, Gouhei Tanaka
Analysis on Characteristics of Multi-Step Learning Echo State Networks for Nonlinear Time Series Prediction. IJCNN (2019)
Takanori Akiyama, Gouhei Tanaka
Echo State Network with Adversarial Training. ICANN (Workshop) (2019)
Akira Hirose, Seiji Takeda, Toshiyuki Yamane, Hidetoshi Numata, Naoki Kanazawa, Jean Benoit Héroux, Daiju Nakano, Ryosho Nakane, Gouhei Tanaka
Physical reservoir computing: Possibility to resolve the inconsistency between neuro-AI principles and its hardware. Aust. J. Intell. Inf. Process. Syst. 16 (4) (2019)
Zhiqiang Tong, Gouhei Tanaka
Hybrid pooling for enhancement of generalization ability in deep convolutional neural networks. Neurocomputing 333 (2019)
Toshiyuki Yamane, Jean Benoit Héroux, Hidetoshi Numata, Gouhei Tanaka, Ryosho Nakane, Akira Hirose
Application Identification of Network Traffic by Reservoir Computing. ICONIP (5) (2019)
Gouhei Tanaka, Toshiyuki Yamane, Jean Benoit Héroux, Ryosho Nakane, Naoki Kanazawa, Seiji Takeda, Hidetoshi Numata, Daiju Nakano, Akira Hirose
Recent advances in physical reservoir computing: A review. Neural Networks 115 (2019)
Akira Hirose, Gouhei Tanaka, Seiji Takeda, Toshiyuki Yamane, Hidetoshi Numata, Naoki Kanazawa, Jean Benoit Héroux, Daiju Nakano, Ryosho Nakane
Proposal of Carrier-Wave Reservoir Computing. ICONIP (1) (2018)
Gouhei Tanaka, Toshiyuki Yamane, Jean Benoit Héroux, Ryosho Nakane, Naoki Kanazawa, Seiji Takeda, Hidetoshi Numata, Daiju Nakano, Akira Hirose
Recent Advances in Physical Reservoir Computing: A Review. CoRR (2018)
Toshiyuki Yamane, Hidetoshi Numata, Jean Benoit Héroux, Naoki Kanazawa, Seiji Takeda, Gouhei Tanaka, Ryosho Nakane, Akira Hirose, Daiju Nakano
Dimensionality Reduction by Reservoir Computing and Its Application to IoT Edge Computing. ICONIP (1) (2018)
Daiki Ito, Raku Shirasawa, Shinnosuke Hattori, Shigetaka Tomiya, Gouhei Tanaka
Prediction of Molecular Packing Motifs in Organic Crystals by Neural Graph Fingerprints. ICONIP (5) (2018)
Zhiqiang Tong, Gouhei Tanaka
Reservoir Computing with Untrained Convolutional Neural Networks for Image Recognition. ICPR (2018)
Ryosho Nakane, Gouhei Tanaka, Akira Hirose
Reservoir Computing With Spin Waves Excited in a Garnet Film. IEEE Access 6 (2018)
Gouhei Tanaka, Ryosho Nakane, Toshiyuki Yamane, Seiji Takeda, Daiju Nakano, Shigeru Nakagawa, Akira Hirose
Waveform Classification by Memristive Reservoir Computing. ICONIP (4) (2017)
Toshiyuki Yamane, Seiji Takeda, Daiju Nakano, Gouhei Tanaka, Ryosho Nakane, Akira Hirose, Shigeru Nakagawa
Simulation Study of Physical Reservoir Computing by Nonlinear Deterministic Time Series Analysis. ICONIP (1) (2017)
Akira Hirose, Seiji Takeda, Toshiyuki Yamane, Daiju Nakano, Shigeru Nakagawa, Ryosho Nakane, Gouhei Tanaka
Complex-Valued Neural Networks for Wave-Based Realization of Reservoir Computing. ICONIP (4) (2017)
Seiji Takeda, Daiju Nakano, Toshiyuki Yamane, Gouhei Tanaka, Ryosho Nakane, Akira Hirose, Shigeru Nakagawa
Photonic Reservoir Computing Based on Laser Dynamics with External Feedback. ICONIP (1) (2016)
Toshiyuki Yamane, Seiji Takeda, Daiju Nakano, Gouhei Tanaka, Ryosho Nakane, Shigeru Nakagawa, Akira Hirose
Dynamics of Reservoir Computing at the Edge of Stability. ICONIP (1) (2016)
Ryota Mori, Gouhei Tanaka, Ryosho Nakane, Akira Hirose, Kazuyuki Aihara
Computational Performance of Echo State Networks with Dynamic Synapses. ICONIP (1) (2016)
Zhiqiang Tong, Kazuyuki Aihara, Gouhei Tanaka
A Hybrid Pooling Method for Convolutional Neural Networks. ICONIP (2) (2016)
Gouhei Tanaka, Ryosho Nakane, Toshiyuki Yamane, Daiju Nakano, Seiji Takeda, Shigeru Nakagawa, Akira Hirose
Exploiting Heterogeneous Units for Reservoir Computing with Simple Architecture. ICONIP (1) (2016)
Gouhei Tanaka, Toshiyuki Yamane, Daiju Nakano, Ryosho Nakane, Yasunao Katayama
Regularity and randomness in modular network structures for neural associative memories. IJCNN (2015)
Yasunao Katayama, Toshiyuki Yamane, Daiju Nakano, Ryosho Nakane, Gouhei Tanaka
Wave-based device scaling concept for brain-like energy efficiency and integration. NANOARCH (2015)
Toshiyuki Yamane, Yasunao Katayama, Ryosho Nakane, Gouhei Tanaka, Daiju Nakano
Wave-Based Reservoir Computing by Synchronization of Coupled Oscillators. ICONIP (3) (2015)
Ben-gong Zhang, Gouhei Tanaka, Kazuyuki Aihara, Masao Honda, Shuichi Kaneko, Luonan Chen
Dynamics of an HBV Model with Drug Resistance Under Intermittent Antiviral Therapy. Int. J. Bifurc. Chaos 25 (7) (2015)
Gouhei Tanaka, Toshiyuki Yamane, Daiju Nakano, Ryosho Nakane, Yasunao Katayama
Hopfield-Type Associative Memory with Sparse Modular Networks. ICONIP (1) (2014)
Gouhei Tanaka
Complex-Valued Neural Networks: Advances and Applications [Book Review]. IEEE Comput. Intell. Mag. 8 (2) (2013)
Graziano Chesi, Gouhei Tanaka, Yoshito Hirata, Kazuyuki Aihara
On the analysis of the bifurcation sets of equilibrium points in parameter space. ECC (2013)
Ben-gong Zhang, Gouhei Tanaka, Luonan Chen, Kazuyuki Aihara
Dynamical modeling of chronic myeloid leukemia progression and the development of mutations. BIBM Workshops (2012)
Gouhei Tanaka, Kazuyuki Aihara
Complex-Valued Multistate Associative Memory With Nonlinear Multilevel Functions for Gray-Level Image Reconstruction. IEEE Trans. Neural Networks 20 (9) (2009)
Gouhei Tanaka, Kazuyuki Aihara
Backpropagation Learning Algorithm for Multilayer Phasor Neural Networks. ICONIP (1) (2009)
Aiko Miyamura Ideta, Gouhei Tanaka, Takumi Takeuchi, Kazuyuki Aihara
A Mathematical Model of Intermittent Androgen Suppression for Prostate Cancer. J. Nonlinear Sci. 18 (6) (2008)
Gouhei Tanaka, Kazuyuki Aihara
Complex-valued multistate associative memory with nonlinear multilevel functions for gray-level image reconstruction. IJCNN (2008)
Gouhei Tanaka, Kazuyuki Aihara
Multistate Associative Memory with Parametrically Coupled Map Networks. Int. J. Bifurc. Chaos 15 (4) (2005)
Gouhei Tanaka, Sunao Murashige, Kazuyuki Aihara
Bifurcation Structures of Period-Adding Phenomena in an Ocean Internal Wave Model. Int. J. Bifurc. Chaos 13 (11) (2003)