Cognitive Assessment Estimation from Behavioral Responses in Emotional Faces Evaluation Task -- AI Regression Approach for Dementia Onset Prediction in Aging Societies

no code implementations • 25 Nov 2019 • Tomasz M. Rutkowski, Masato S. Abe, Marcin Koculak, Mihoko Otake-Matsuura

The presented results showcase the potential social benefits of artificial intelligence application for elderly and establish a step forward to develop ML approaches, for the subsequent application of simple behavioral objective testing for dementia onset diagnostics replacing subjective MoCA.

Brain correlates of task-load and dementia elucidation with tensor machine learning using oddball BCI paradigm

no code implementations • 19 Jun 2019 • Tomasz M. Rutkowski, Marcin Koculak, Masato S. Abe, Mihoko Otake-Matsuura

We discuss a comparison of various machine learning approaches for automatic event-related potentials (ERPs) classification of a high and low task-load sound stimulus recognition.

BIG-bench Machine Learning EEG +1

AI Neurotechnology for Aging Societies -- Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods

no code implementations • 30 Nov 2018 • Tomasz M. Rutkowski, Qibin Zhao, Masao S. Abe, Mihoko Otake

Dementia and especially Alzheimer's disease (AD) are the most common causes of cognitive decline in elderly people.

EEG