Research field (6):
Communication and network engineering
, Measurement engineering
, Human interfaces and interactions
, Database science
, Intelligent robotics
, Perceptual information processing
Research theme for competitive and other funds (28):
2023 - 2026 Green Signal and Information Processing for Sustainable Society
2021 - 2025 Brain2Music: Decoding of Music Imagery by Fusion of Neuromusicology and Informatics
2021 - 2024 補正因子を検出し発作拡延脳波より真のてんかん焦点を同定する
2020 - 2023 Theory for unified expression of recognition mechanisms and its application to machine learning
2020 - 2023 Smart Terroir: Use of Vineyard Site Evaulation Protocols to Determine Suitability of Vineyard Location and Choice of Cultivar
2020 - 2023 Extreme Signal Processing
2020 - 2023 Implementation of Intentional BMI through Large-Scale EEG Data and Calibration-Free Model Construction
2018 - 2021 Functional MRI and diffusion MRI analysis of motor function plasticity and networks utilizing machine learning.
2017 - 2020 Theory of operator manifold and its application to pattern recognition
2016 - 2019 Sparse coding with signal processing on graphs
2016 - 2018 Decoding of Imagined Rhythm from Surface Electroencephalogram
2015 - 2018 Sparse detection from multi-channel surface electroencephalogram response to visual stimuli
2014 - 2017 Manifold signal processing theory concerning metric structure and its application to biological signal processing
2014 - 2016 Early detection of motor intension by efficient decoding of electroencephalogram on the parietal lobe
2013 - 2016 The construction of EEG energy and complexity analysis theory for the consciousness quantification and the BCI application of the consciousness handicapped person
2012 - 2015 Construction and Application of Tensor Joint Diagonalization Principle for Brain Interfacing
2011 - 2014 signal manifold by extended kernel method and its application
2011 - 2012 Digital Communication Through the Brain: Modulation With PerceptualStimuli and Demodulation from the Brain
2010 - 2012 Study on the Weak Brain Activity Analysis and Recognizing Criteria for Brain Death Determination
2009 - 2011 Research of environmental factors for critical learning periods of empathy in quantitative models of animal refined psychology
2009 - 2011 Data-Driven Multichannel Signal Processing for Brain Computer Interfacing
2009 - 2010 Data-Driven Multichannel Signal Processing for Brain Computer Interfacing
2006 - 2008 Machine learning theory based on structure of signal space and its application
2006 - 2008 Development of the design theory of oversampled filter banks and the applications to signal estimation problems
2005 - 2006 Image Processing Method for Realizing Privacy Protection and Object Recognition for Fixed Monitoring Camera Systems
2003 - 2005 Kernel relative principal component analysis for pattern recognition
2003 - 2005 Time-Varying Filter Banks and Their Applications
2000 - 2002 画像符号化のための適応線形変換に関する研究
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Papers (256):
Kana Mizokuchi, Toshihisa Tanaka, Takashi G Sato, Yoshifumi Shiraki. Alpha band modulation caused by selective attention to music enables EEG classification. Cognitive neurodynamics. 2024. 18. 3. 1005-1020
Shuji Komeiji, Takumi Mitsuhashi, Yasushi Iimura, Hiroharu Suzuki, Hidenori Sugano, Koichi Shinoda, Toshihisa Tanaka. Feasibility of decoding covert speech in ECoG with a Transformer trained on overt speech. Scientific reports. 2024. 14. 1. 11491-11491
Maria Sayu Yamamoto, Khadijeh Sadatnejad, Toshihisa Tanaka, Md. Rabiul Islam 0003, Frédéric Dehais, Yuichi Tanaka 0001, Fabien Lotte. Modeling Complex EEG Data Distribution on the Riemannian Manifold Toward Outlier Detection and Multimodal Classification. IEEE Trans. Biomed. Eng. 2024. 71. 2. 377-387
Zerui Tao, Toshihisa Tanaka, Qibin Zhao. Nonparametric tensor ring decomposition with scalable amortized inference. Neural networks : the official journal of the International Neural Network Society. 2024. 169. 431-441
Yao Miao, Yasushi Iimura, Hidenori Sugano, Kosuke Fukumori, Toshihisa Tanaka. Seizure onset zone identification using phase-amplitude coupling and multiple machine learning approaches for interictal electrocorticogram. Cognitive neurodynamics. 2023. 17. 6. 1591-1607