Rutkowski TM, Komendzinski T, Otake-Matsuura M. Mild Cognitive Impairment Prediction and Cognitive Score Regression in the Elderly using EEG Topological Data Analysis and Machine Learning with Awareness Assessed in Affective Reminiscent Paradigm. Frontiers in Aging Neuroscience;15:1294139.

Rutkowski TM, Abe MS, Komendzinski T, Sugimoto H, Narebski S, Otake-Matsuura M. Machine Learning Approach for Early Onset Dementia Neurobiomarker Using EEG Network Topology Features. Frontiers in Human Neuroscience;17:262.

Dresp-Langley B, Rutkowski TM, Toma S. Editorial: Methods and applications in: Cognition. Frontiers in Psychology. 2023;14.

Rutkowski TM, Abe MS, Sugimoto H, Otake-Matsuura M. Mild Cognitive Impairment Prediction with Machine Learning and Topological Data Analysis Applied to EEG Time-series in Facial Emotion Oddball Paradigm - Objective Neurobiomarker for Early Onset Dementia Prediction Approach -. In: 2023 45th Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Sydney, Australia: IEEE Press; 2023. p. (accepted, in press).

Kodama T, Rutkowski TM, Komendzinski T, Ito YM, Otake-Matsuura M. Multi-modal EEG/fNIRS/ET Data Collection and Cloud Storage System Prototype for the Elderly Home-based Dementia Monitoring. In: 2023 45th Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Sydney, Australia: IEEE Press; 2023. p. (accepted, in press).

Rutkowski TM, Abe MS, Tokunaga S, Komendzinski T, Otake-Matsuura M. Dementia Digital Neuro-biomarker Study from Theta-band EEG Fluctuation Analysis in Facial and Emotional Identification Short-term Memory Oddball Paradigm. In: 2022 44th Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). Glasgow, UK: IEEE Press; 2022. p. 4129-32.

Rutkowski TM, Abe MS, Tokunaga S, Sugimoto H, Komendzinski T, Otake-Matsuura M. Passive BCI Oddball Paradigm for Dementia Digital Neuro-biomarker Elucidation from Attended and Inhibited ERPs Utilizing Information Geometry Classification Approaches. In: 2022 IEEE International Conference on Systems, Man and Cybernetics (SMC). IEEE Systems, Man and Cybernetics. Prag, Czechia: IEEE Press; 2022. p. 2654-2659

Rutkowski TM, Narebski S, Bekier P, Komendzinski T, Sugimoto H, Otake-Matsuura M. Cross-cultural Evaluation of Dementia Passive BCI Neuro-biomarker Candidate. In: Proceedings of the 2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems (SCIS & ISIS). IEEE Press; 2022. p. 1-5.

Derezinski K, Tolpa K, Furman L, Rutkowski TM, Duch W. Time-frequency Analysis Combined with Recurrence Quantification for Classification of Onset of Dementia Using Data from the Oddball BCI Paradigm. In: Proceedings of the 2022 Joint 12th International Conference on Soft Computing and Intelligent Systems and 23rd International Symposium on Advanced Intelligent Systems (SCIS & ISIS). IEEE Press; 2022. p. 1-6.

Otake-Matsuura M, Abe MS, Sekiguchi T, Tokunaga S, Sugimoto H, Rutkowski TM, et al. Cognitive behavioral assistive technology (CBAT) as AI for super aged society. Gerontechnology. 2022;21:1.

Rutkowski TM, Abe MS, Tokunaga S, and Otake-Matsuura M. Dementia prediction in older people through topic-cued spontaneous conversation. medRxiv, 2021. doi: 10.1101/2021.05.18.21257366.

Rutkowski TM. Passive BCI Paradigm to Elucidate Early Dementia Onset. In: The 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE Engineering in Medicine and Biology Society. Virtual: IEEE Press; 2021. p. 5403.

Rutkowski TM, Abe MS, Otake-Matsuura M. Neurotechnology and AI Approach for Early Dementia Onset Biomarker from EEG in Emotional Stimulus Evaluation Task. In: The 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE Engineering in Medicine and Biology Society. Virtual: IEEE Press; 2021. p. 6682-6685.

Rutkowski TM, Abe MS, Komendzinski T, Otake-Matsuura M. Older Adult Mild Cognitive Impairment Prediction from Multiscale Entropy EEG Patterns in Reminiscent Interior Image Working Memory Paradigm. In: The 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE Engineering in Medicine and Biology Society. Virtual: IEEE Press; 2021. p. 6352-6355.

Rutkowski TM, Abe MS, Tokunaga S, Komendzinski T, Otake-Matsuura M. Classifying Mild Cognitive Impairment from EEG Patterns for Dementia Onset Prediction. In: Proceedings of 14th International Neural Coding Workshop. University of Washington, Bothell, USA; 2021. p. abstract #20.

Rutkowski TM, Abe MS, Koculak M, Otake-Matsuura M. Classifying Mild Cognitive Impairment from Behavioral Responses in Emotional Arousal and Valence Evaluation Task - AI Approach for Early Dementia Biomarker in Aging Societies -. In: 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE Engineering in Medicine and Biology Society. Montreal, Canada: IEEE Press; 2020. p. 5537-5543.

Rutkowski TM, Abe MS, Otake-Matsuura M. EEG and fNIRS Biomarkers of Dementia Prediction and Monitoring. In: The 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). vol. Mini-Symposia: Brain-computer Interfaces for Neuromodulation, Language, Decoding, high-gamma Mapping, and Control. IEEE Engineering in Medicine and Biology Society. Montreal, Canada: IEEE Press; 2020. p. 6.

Rutkowski TM, Abe MS, Otake-Matsuura M. Passive BCI for Dementia Onset Detection and Cognitive Intervention Monitoring. In: International Symposium on Artificial Intelligence and Brain Science 2020. Tokyo, Japan: The University of Tokyo; 2020. p. 47.

Rutkowski TM, Abe MS, Koculak M, Otake-Matsuura M. Cognitive Assessment Estimation from Behavioral Responses in Emotional Faces Evaluation Task - AI Regression Approach for Dementia Onset Prediction in Aging Societies. In: NeurIPS Joint Workshop on AI for Social Good - Track 1 - Producing Good Outcomes. Vancouver, Canada; 2019. p. 1-4. [arXiv copy]

Rutkowski TM. Machine learning approaches in brain correlates of dementia elucidation - tensor machine learning and beyond, in Second Conference on Discrete Optimization and Machine Learning, RIKEN AIP, A. Deza, S. Pokutta, and T. Maehara, eds., Tokyo, Japan, RIKEN AIP, July 29-31, 2019, p. 12.

Rutkowski TM, Koculak M, Abe MS, Otake-Matsuura M. Brain Correlates of Task–Load and Dementia Elucidation with Tensor Machine Learning Using Oddball BCI Paradigm. In: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP); 2019. p. 8578–8582. [arXiv copy]

Rutkowski TM, Zhao Q, Abe MS, Otake-Matsuura M. Passive BCI for Task-load and Dementia Biomarker Elucidation. In: 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). IEEE Engineering in Medicine and Biology Society. Berlin, Germany: IEEE Press; 2019. p. ThC01.1.

Rutkowski TM, Zhao Q, Abe MS, Otake M. AI Neurotechnology for Aging Societies – Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods. In: AI for Social Good Workshop at the Neural Information Processing Systems (NeurIPS = formerly NIPS) 2018. Montreal, Canada; 2018. p. 1-4. [workshop paper repository link]

Rutkowski TM. From Active Multisensory Brain-computer Interface Applications for Robotics and Artistic AR/VR Environments to Dementia Monitoring in a Passive Mode - A Human Intelligence Augmentation Approach. In: Proceedings of the 8th International Symposium for Sustainability by Engineering at Mie University (IS2EMU2018-C). Mie University, Japan. Mie University Press; 2018. p. 1–2. [J-news]

Rutkowski TM. Multisensory BCIs in applications for robotics, VR/AR, art and dementia monitoring. In: Workshop on Brain-Machine Interface Systems 2018. IEEE International Conference on Systems, Man and Cybernetics. IEEE Systems, Man and Cybernetics. Miyazaki, Japan: IEEE Press; 2018. p. 18–19.