A. Ito and T. Tanaka, "SleepSatelightFTC: A Lightweight and Interpretable Deep Learning Model for Single-Channel EEG-Based Sleep Stage Classification," in IEEE Access, vol. 13, pp. 46263-46272, 2025
B. Li, Z. Sun, C. Li, K. Kamagata, C. Andica, W. Uchida, K. Takabayashi, S. Guo, R. Zou, S. Aoki, T. Tanaka, and Q. Zhao, “Are diffusion models effective good feature extractors for MRI discriminative tasks?,” Magn. Reson. Med. Sci., to appear.
S. Yasutomi and T. Tanaka, "Style Feature Extraction Using Contrastive Conditioned Variational Autoencoders with Mutual Information Constraints," in IEEE Transactions on Knowledge and Data Engineering to appear
Chanpornpakdi, I., Wongsawat, Y. & Tanaka, T. Partial face visibility and facial cognition: event-related potential and eye tracking investigation. Cogn Neurodyn 19, 47 (2025).
A. Cichocki, S. Cruces, A. Sarmiento, and T. Tanaka, "Generalized Exponentiated Gradient Algorithms and Their Application to On-Line Portfolio Selection," in IEEE Access, vol. 12, pp. 197000-197020, 2024
K. M. Hassan, X. Zhao, H. Sugano, and T. Tanaka, “Riemannian Manifold-based Epileptic Seizure Detection Using Transfer Learning and Artifact Rejection Techniques,” APSIPA Trans. Signal Inf. Process., vol. 13, no. 1, p. , 2024.
Noboru Yoshida, Kosuke Fukumori, Ami Kurita, Junko Hirota, Hidenori Sugano, Yoshiyuki Ohtomo, Toshiaki Shimizu, Toshihisa Tanaka, A possibility of machine learning as a learning tool to evaluate paroxysmal discharge in interictal EEG of childhood focal epilepsy, Epilepsy & Seizure, 2024, Volume 16, Issue 1, Pages 60-70
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," Sci Rep 14, 11491 (2024).
Shahbakhti, Mohammad and Krycinska, Roza and Beiramvand, Matin and Hakimi, Naser and Lipping, Tarmo and Chen, Wei and Broniec-Wójcik, Anna and Augustyniak, Piotr and Tanaka, Toshihisa and Solé-Casal, Jordi and Wierzchon, Michal and Wordliczek, Jerzy, “Wearable EEG-Based Depth of Anesthesia Monitoring: A Non- Parametric Feature Set,” IEEE Sens. J., p. 1, 2024.
Miao, Y, Suzuki, H, Sugano, H, Ueda, T, Iimura, Y, Matsui, R, and Tanaka, T, “Causal Connectivity Network Analysis of Ictal Electrocorticogram with Temporal Lobe Epilepsy Based on Dynamic Phase Transfer Entropy,” IEEE Trans. Biomed. Eng., vol. 71, no. 2, pp. 531-541, Feb. 2024.
Z. Tao, T. Tanaka, and Q. Zhao, “Nonparametric tensor ring decomposition with scalable amortized inference,” Neural Networks, vol. 169, pp. 431–441, Jan. 2024.
Chanpornpakdi, Ingon, and Toshihisa Tanaka. “The Role of the Eyes: Investigating Face Cognition Mechanisms Using Machine Learning and Partial Face Stimuli.” IEEE Access, 2023, 1–1.
Yamamoto, Maria Sayu, Khadijeh Sadatnejad, Toshihisa Tanaka, Md. Rabiul Islam, Frédéric Dehais, Yuichi Tanaka, and Fabien Lotte. “Modeling Complex EEG Data Distribution on the Riemannian Manifold toward Outlier Detection and Multimodal Classification.” IEEE Transactions on Biomedical Engineering, 2023, 1–10.
T. Ueda, Y. Iimura, T. Mitsuhashi, H. Suzuki, Y. Miao, K. Nishioka, S. Tamrakar, R. Matsui, T. Tanaka, H. Otsubo, H. Sugano, and A. Kondo, "Chronological changes in phase-amplitude coupling during epileptic seizures in temporal lobe epilepsy," Clinical Neurophysiology, vol. 148, pp. 44-51, 2023.
K. Mizokuchi, T. Tanaka, T.G. Sato, Y. Shiraki, "Alpha band modulation caused by selective attention to music enables EEG classification," Cogn Neurodyn, 2023.
X. Zhao, N. Yoshida, T. Ueda, H. Sugano, and T. Tanaka, "Epileptic seizure detection by using interpretable machine learning models," J. Neural Eng., 2023.
Y. Miao, Y. Iimura, H. Sugano, and T. Tanaka, "Seizure onset zone identification using phase-amplitude coupling and multiple machine learning approaches for interictal electrocorticogram," Cogn Neurodyn, 2022.
X. Zhao, J. Solé-Casals, H. Sugano, and T. Tanaka, "Seizure onset zone classification based on imbalanced iEEG with data augmentation," J. Neural Eng., Nov. 2022.
K. Fukumori, N. Yoshida, H. Sugano, M. Nakajima, and T. Tanaka, "Satelight: Self-attention-based model for epileptic spike detection from multi-electrode EEG," J. Neural Eng., 2022
X. Zhao, Q. Zhao, T. Tanaka, J. Sole-Casals, G. Zhou, T. Mitsuhashi, H. Sugano, N. Yoshida, and J. Cao, "Classification of the Epileptic Seizure Onset Zone Based on Partial Annotation," Cogn Neurodyn, 2022.
S. Tamrakar, Y. Iimura, H. Suzuki, T. Mitsuhashi, T. Ueda, K. Nishioka, K. Karagiozov, M. Nakajima, Y. Miao, T. Tanaka, and H. Sugano, "Higher phase-amplitude coupling between ripple and slow oscillations indicates the distribution of epileptogenicity in temporal lobe epilepsy with hippocampal sclerosis," Seizure, vol. 100, pp. 1-7, 2022.
M.R. Islam, X. Zhao, Y. Miao, H. Sugano, and T. Tanaka, "Epileptic seizure focus detection from interictal electroencephalogram: a survey," Cogn Neurodyn, May 18, 2022.
S. Ahmadi-Asl, C.S. Caiafa, A. Cichocki, A.-H. Phan, T. Tanaka, I. Oseledets, and J. Wang, "Cross Tensor Approximation Methods for Compression and Dimensionality Reduction," IEEE Access, vol. 9, pp. 150809-150838, 2021.
M. Nakanishi, Y. Tanji and T. Tanaka, "Waveform-Coded Steady-State Visual Evoked Potentials for Brain-Computer Interfaces," IEEE Access, vol. 9, pp. 144768-144775, 2021.
K. Fukumori, N. Yoshida, H. Sugano, M. Nakajima and T. Tanaka, "Epileptic Spike Detection Using Neural Networks With Linear-Phase Convolutions," IEEE Journal of Biomedical and Health Informatics, vol. 26, no. 3, pp. 1045-1056, March 2022
Taku Shoji, Noboru Yoshida, Toshihisa Tanaka, "Automated detection of abnormalities from an EEG recording of epilepsy patients with a compact convolutional neural network," Biomedical Signal Processing and Control, Volume 70, Sept. 2021
Bonci, Andrea; Fiori, Simone; Higashi, Hiroshi; Tanaka, Toshihisa; Verdini, Federica. 2021. "An Introductory Tutorial on Brain–Computer Interfaces and Their Applications" Electronics 10, no. 5: 560 (2021)
Shakeel, Aqsa; Onojima, Takayuki; Tanaka, Toshihisa; Kitajo, Keiichi. 2021. "Real-Time Implementation of EEG Oscillatory Phase-Informed Visual Stimulation Using a Least Mean Square-Based AR Model" J. Personalized Medicine, 11, no. 1: 38. (2021)
Most. S. Akter, Md. R. Islam, T. Tanaka, Y. Iimura, T. Mitsuhashi, H. Sugano, D. Wang, and Md K. I. Molla, "Statistical features in high-frequency bands of interictal iEEG work efficiently in identifying the seizure onset zone in patients with focal epilepsy," Entropy 22, no. 12 (2020): 1415.
C.F. Caiafa, J. Solé-Casals, P. Marti-Puig, S. Zhe, and T. Tanaka, "Decomposition Methods for Machine Learning with Small, Incomplete or Noisy Datasets," Appl. Sci. 2020, 10, 8481.
Md. K.I. Molla, K.M. Hassan, Md. R. Islam, T. Tanaka, "Graph eigen decomposition-based feature-selection method for epileptic seizure detection using electroencephalography," Sensors, August 2020, 20, 4639.
T. Wada, K. Fukumori, T. Tanaka, and S. Fiori, "Anisotropic Gaussian kernel adaptive filtering by Lie-group dictionary learning," PLoS ONE 15(8): e0237654, Aug. 2020
S. Ahmadi-Asl, A. Cichocki, A.-H. Phan, M. G. Asante-Mensah, F. Mousavi, I. Oseledets, and T. Tanaka, "Randomized algorithms for fast computation of low-rank tensor ring model," Machine Learning: Science and Technology, Vol. 2, No. 1, 2020
A. Shakeel, T. Tanaka, and K. Kitajo, "Time-series prediction of the oscillatory phase of EEG signals using the least mean square algorithm-based AR model," Applied Sciences, no. 10:3616, 2020
Md. K. I. Molla, A. Al Shiam, Md. R. Islam, and T. Tanaka, "Discriminative feature selection based motor imagery classification using EEG signal," IEEE Access, vol. 8, pp. 98255-98265, May 2020
D. Wang and T. Tanaka, "Robust kernel principal component analysis with 𝓁2,1-regularized loss minimization," IEEE Access, vol. 8, pp. 81864-81875, 2020
Most. S. Akter, Md R. Islam, Y. Iimura, H. Sugano, K. Fukumori, D. Wang, T. Tanaka, A. Cichocki, "Multiband entropy-based feature-extraction method for automatic identification of epileptic focus based on high-frequency components in interictal iEEG," Scientific Reports, vol.10, no. 1, pages 7044, April 2020
T. Mitsuhashi, H. Sugano, K. Asano, T. Nakajima, M. Nakajima, H. Okura, Y. Iimura, H. Suzuki, Y. Tange, T. Tanaka, S. Aoki, and H. Arai, "Functional MRI and Structural Connectome Analysis of Language Networks in Japanese-English Bilinguals," Neuroscience, Volume 431, Pages 17-24, 1 April 2020
H. Nagai and T. Tanaka, "Action observation of own hand movement enhances event-related desynchronization," IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol.27, Issue 7, pp.1407--1415, July 2019
D. Wang and T. Tanaka, “Kernel principal component analysis allowing sparse representation and sample selection,” ECTI Transactions on Computer and Information Technology (ECTI-CIT), vol. 13, no. 1, pp. 51-62, Jun. 2019.
A. Sakiyama, Y. Tanaka, T. Tanaka, and A. Ortega, "Eigendecomposition-free sampling set selection for graph signals," IEEE Trans. Signal Processing, Vol. 67 , Issue. 10 , May 15, 2019
Y. Kumagai, R. Matsui, and T. Tanaka, "Music familiarity affects EEG entrainment when little attention is paid," Front. Hum. Neurosci., 06 November 2018
K. Suefusa and T. Tanaka, “Asynchronous brain–computer interfacing based on mixed-coded visual stimuli,” IEEE Trans. Biomedical Engineering, vol.65, no.9, pp.2119--2129, Sept. 2018
Y. Zhang, E. Yin, F. Li, Y. Zhang, T. Tanaka, Q. Zhao, Y. Cui, P. Xu, D. Yao, D. Guo, "Two-stage frequency recognition method based on correlated component analysis for SSVEP-based BCI," IEEE Trans. Neural Systems and Rehabilitation Eng., vol.26, no.7, pp.1314--1322, July 2018
Md K. I. Molla, N. Morikawa, Md R. Islam, and T. Tanaka, "Data-adaptive spatiotemporal ERP cleaning for single-trial BCI implementation," IEEE Trans. Neural Systems and Rehabilitation Eng., vol.26, no.7, pp.1334-1344, July 2018
Md R. Islam, T. Tanaka, and Md K. I. Molla, "Multiband tangent space mapping and feature selection for classification of EEG during motor imagery," Journal of Neural Engineering, vol. 15, issue 4, Aug. 2018
N. Morikawa, T. Tanaka, and Md R. Islam “Complex sparse spatial filter for decoding mixed frequency and phase coded steady-state visually evoked potentials,” Journal of Neuroscience Methods, vol. 304, pp. 1-10, July 2018.
Y. Zhang, D. Guo, F. Li, E. Yin, Y. Zhang, P. Li, Q. Zhao, T. Tanaka, D. Yao, and P. Xu,“Correlated component analysis for enhancing the performance of SSVEP-based brain-computer interface,” IEEE Trans. Neural Systems and Rehabilitation Eng., vol. 26, no. 5, pp. 948-956, May 2018.
Okawa, H., Suefusa, K., and T. Tanaka, “Neural entrainment to auditory imagery of rhythms,” Frontiers in Human Neuroscience, vol.11, article 493, 11 pages, Oct. 2017
Kumagai, Y., Arvaneh, M., and T. Tanaka, “Familiarity affects entrainment of EEG in music listening,” Frontiers in Human Neuroscience, vol.11, article 384, 8 pages, July 2017
Uehara, T., Sartori, M., Fiori, S., and Tanaka, T., ``Robust averaging of covariances for EEG recordings classification in motor imagery brain computer interfaces,'' Neural Computation, vol.29, pp.1631-16999, June 2017
Suefusa, K. and Tanaka, T., ``A comparison study of visually stimulated brain-computer and eye tracking interfaces, '' Journal of Neural Engineering, vol.14, 2017
Islam, Md R., Molla, Md K. I., Nakanishi, M., and T. Tanaka, ``Unsupervised frequency-recognition method of SSVEPs using a filter bank implementation of binary subband CCA,'' Journal of Neural Engineering, vol.14, no.2, 10 pages, Feb. 2017
Higashi, H., Rutkowski, T. M., Tanaka, T., and Y. Tanaka, ``Multilinear discriminant analysis with subspace constraints for single-trial classification of event-related potentials,'' IEEE Journal of Selected Topics in Signal Processing, vol.10, pp.1295-1305, Oct. 2016
Tomida, N., Tanaka, T., Ono, S., Yamagishi, M., and Higashi, H., ``Active data selection for motor imagery EEG classification,'' IEEE Trans. Biomedical Engineering, vol.62, pp.458-467, Feb. 2015
Fiori, S., Kaneko, T., and Tanaka, T., ``Tangent-bundle maps on the Grassmann manifold: Application to empirical arithmetic averaging,'' IEEE Trans. Signal Processing, vol.63, pp.155-168, Jan. 2015
Uddin, Md S., Kuh, A., Kavcic, A., and Tanaka, T., ``Nested performance bounds and approximate solutions for the sensor placement problem,'' APSIPA Trans. Signal and Information Processing, Vol. 3, e4 (13 pages), 2014
Higashi, H. and Tanaka, T., ``Common spatio-time-frequency patterns for motor-imagery-based brain machine interfaces,'' Computational Intelligence and Neuroscience, Vol.2013, Article ID 537218, 12 pages, 2013
Kimura, Y., Tanaka, T., Higashi, H., and Morikawa, N., ``SSVEP-based brain-computer interfaces using FSK-modulated visual stimuli,'' IEEE Trans. Biomedical Engineering, vol.60, pp.2831-2818, Oct. 2013
M. Koshiba, A. Senoo, K. Mimura, Y. Shirakawa, G. Karino, S. Obara, S. Ozawa, H. Sekihara, Y. Fukushima, T. Ueda, H. Kishino, T. Tanaka, H. Ishibashi, H. Yamanouchi, K. Yui, and S. Nakamura, “A cross-species socio-emotional behaviour development revealed by a multivariate analysis,” Sci. Rep., vol. 3, no. 1, p. 2630, Dec. 2013.
Higashi, H. and Tanaka, T., ``Simultaneous design of FIR filter banks and spatial patterns for EEG signal classification,'' IEEE Trans. Biomedical Engineering, vol.60, pp.1100-1110, Apr. 2013
Kaneko, T., Fiori, S., and Tanaka, T., ``Empirical arithmetic averaging over the compact Stiefel manifold,'' IEEE Trans. Signal Processing, vol.61, pp.883-894, Feb. 2013
Molla, Md K. I., Islam, Md R., Tanaka, T., and Rutkowski, T. M., ``Artifact suppression from EEG signals using data adaptive time domain filtering,'' Neurocomputing, Vol.97, pp.297-308, Nov. 2012
Rutkowski, T. M., Tanaka, T., Cichocki, A., D. Erickson, and D. P. Mandic, ``Interactive components extraction from fEEG, fNIRS, and peripheral biosignals for affective brain-machine interfacing paradigms,'' Computers in Human Behavior, Vol.27, pp.1512-1518, Sept. 2011
Omer, O. A. and Tanaka, T., ``Region-based weighted-norm with adaptive regularization for resolution enhancement,'' Digital Signal Processing, vol.21, pp.508-516, July 2011
Chong, R. M., and Tanaka, T., ``Maxima exploitation for reference blurring function in motion deconvolution,'' IEICE Trans. Fundamentals, Vol.E94-A, pp.921-928, Mar. 2011
Shi, Q., Yang J., Cao, J., Tanaka, T., and Wang, R., ``EEG data analysis based on EMD for coma and quasi-brain-death patients,'' J. Experimental & Theoretical Artificial Intelligence, vol.23, pp.97-110, Mar. 2011
Bakardjian, H., Tanaka, T., and Cichocki, A., ``Emotional faces boost up steady-state visual responses for brain-computer interface,'' NeuroReport, vol.22, pp.121-125, Feb. 16, 2011
Chong, R. M., and Tanaka, T., ``Motion blur identification using maxima locations for blind color image restoration,'' FTRA Journal of Convergence, Vol.1, pp.49-56, Dec. 15, 2010 (IF無し)
Washizawa, Y., Yamashita, Y., Tanaka, T., and Cichocki, A., ``Blind extraction of global signal from multi-channel noisy observations,'' IEEE Trans. Neural Networks, vol.21, pp.1472-1481, Sept. 2010
Zainal, N., Tanaka, T. and Yamashita, Y., ``Moving picture coding by lapped transform and edge adaptive deblocking filter with zero pruning SPIHT,'' IEICE Trans. Information and Systems, vol. E93-D, pp.1608-1617, June 2010
Omer, O. A. and Tanaka, T., ``Extraction of high-resolution frame from low-resolution video sequence using region-based motion estimation,'' IEICE Trans. Fundamentals, pp.742-751, vol.E93-A, Apr. 2010
Bakardjian, H., Tanaka, T., and Cichocki, A., ``Optimization of SSVEP brain responses with application to eight-command brain-computer interface,'' Neuroscience Letters, pp.34-38, vol.469, Jan. 2010
Omer, O. A. and Tanaka, T., ``Image super-resolution based on locally adaptive mixed-norm,'' J. Electrical and Computer Engineering, vol. 2010, Article ID 435194, 4 pages, 2010
Omer, O. A. and Tanaka, T., ``Image restoration based on adaptive directional regularization,'' IEICE Trans. Fundamentals, pp.3344-3354, vol.E92-A, Dec. 2009.
Chong, R. M., and Tanaka, T., ``Detection and classification of invariant blurs,'' IEICE Trans. Fundamentals, pp.3313-3320, vol.E92-A, Dec. 2009.
Fukai H., Takimoro H., Mitsukura, Y., Tanaka, T., and Fukumi, M., ``A design of apparent-age estimation system by the empirical mode decomposition,'' J. Circuits, Systems, and Computers, pp.1481-1492, vol.18, Dec. 2009
Yang, J., Saito, Y., Cao, J., Tanaka, T., and Takeda, T., ``Empirical mode decomposition method for MEG phantom data analysis,'' J. Circuits, Systems, and Computers, pp.1467-1480, vol.18, Dec. 2009
Fiori, S. and Tanaka, T., ``An algorithm to compute averages on matrix Lie groups,'' IEEE Trans. Signal Processing, pp.4734-4743, vol.57, Dec. 2009
Tanaka, T., ``Fast generalized eigenvector tracking based on the power method,'' IEEE Signal Processing Letters, pp.969-972, vol.16, Nov. 2009
Yabuta, K., Kitazawa, H., and Tanaka, T., ``Privacy protection by masking moving objects for security cameras,'' IEICE Trans. Fundamentals. vol. E92-A, pp. 919-927, Mar. 2009
Murakami, T., Tanaka, T., and Ishida Y., ``Measurement of similarity between latent variables,'' IEICE Trans. Fundamentals, vol. E92-A, pp. 824-831, Mar. 2009
Murakami, T., Tanaka, T., and Ishida, Y., ``Time-domain blind signal separation of convolutive mixtures via multidimensional independent component analysis,'' IEICE Trans. Fundamentals, vol. E92-A, pp. 733-744, Mar. 2009
Fukai, H., Takimoto, H., Mitsukura, Y., Tanaka, T., and Fukumi, M., ``Apparent age feature extraction by empirical mode decomposition,'' J. Signal Processing, vol. 12, Nov. 2008
Omer, O. A. and Tanaka, T., ``Demosaicking based on optimization and projection in different frequency bands,'' EURASIP J. Image and Video Processing, vol. 2008, Article ID 364142, 14 pages, 2008
Tanaka, T. and Mandic, D. P., ``Complex empirical mode decomposition,'' IEEE Signal Processing Letters, vol. 14, pp. 101-104, Feb. 2007
Tanaka, T., ``A direct design of oversampled perfect reconstruction FIR filter banks of 50%-overlapping filters,'' IEEE Trans. Signal Processing, vol. 54, pp. 3011-3022, Aug. 2006
Tanaka, T., Hirasawa, Y., and Yamashita, Y., ``Variable-length lapped transform with combination of multiple synthesis filter banks for image coding,'' IEEE Trans. Image Processing, vol. 15, pp. 81-88, Jan. 2006
Hoya, T., Tanaka, T., Cichocki, A., Hori, G., Murakami, T., and Chambers , J. A., ``Stereophonic noise reduction using a combined sliding subspace projection and adaptive signal enhancement,'' IEEE Trans. Speech and Audio Processing, vol. 13, pp. 309-320, May 2005
Tanaka, T., ``Generalized weighted rules for principal components tracking,'' IEEE Trans. Signal Processing, vol. 53, pp. 1243-1253, Apr. 2005
Tanaka, T. and Yamashita, Y., ``The generalized lapped pseudo-biorthogonal transform: Oversampled linear-phase perfect reconstruction filter banks with lattice structures,'' IEEE Trans. Signal Processing, vol. 52, pp. 434-446, Feb. 2004
Tanaka, T., T. Saito and Yamashita, Y. ``A time-varying subband transform with projection-based reconstruction,'' IEICE Trans. Fundamentals, vol. E86-A, pp. 1935-1941, Aug. 2003
Tanaka, T. and Yamashita, Y., ``A biorthogonal transform with overlapping and non-overlapping basis functions for image coding,'' IEEE Trans. Signal Processing, vol. 51, pp. 732-743, Mar. 2003.
Tanaka, T. and Yamashita, Y., ``An adaptive lapped biorthogonal transform and its application in orientation adaptive image coding,'' Signal Processing, vol. 82, pp. 1633-1647, Nov. 2002
Tanaka, T. and Yamashita, Y., ``Adaptive transforms with overlapping basis functions for image coding,'' J. Electronic Imaging, pp. 706-719, July 2001
Tanaka, T. and Yamashita, Y., ``Vector-embedded Karhunen-Loève transform and its application in orientation adaptive coding of images,'' IEICE Trans. Fundamentals, vol. E73-A, pp. 1257-1266, Jun. 2000
Choi, H.-J., Kang, E.-S., Tanaka, T., and Ko., S.-J., ``Progressive region of interest coding using the embedded coding technique,'' the Journal of the KICS (Korean Institute of Communication Sciences), vol. 25, pp. 148-155, Jan. 2000
Kang, E.-S., Tanaka, T., and Ko, S.-J., ``Improved embedded zerotree wavelet coder,'' Electronics Letters, vol. 35, pp. 705-706, Apr. 1999
Kang, E.-S., Lee, T.-H., Tanaka, T., and Ko, S.-J., ``Band-selective embedded wavelet coding using multi-threshold,'' the Journal of the KICS (Korean Institute of Communication Sciences), vol. 24, pp. 707-714, 1999.