Blar i Institutt for teknisk kybernetikk på forfatter "Abe, Takashi"
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Automatic Onset Detection of Rapid Eye Movements in REM Sleep EEG Data
Soler Guevara, Andres Felipe; Drange, Ole; Furuki, Junya; Abe, Takashi; Molinas, Marta Maria Cabrera (Peer reviewed; Journal article, 2021)Rapid eye movements (REM) during sleep is a descriptor of the REM sleep stage. Parameters associated with REM sleep, such as REM sleep numbers, REM density, REM latency, and pre-REM negativity have been associated with the ... -
Automatic Sleep Stage Classification with Optimized Selection of EEG Channels
Stenwig, Håkon; Soler, Andres; Furuki, Junya; Suzuki, Yoko; Abe, Takashi; Molinas, Marta (Chapter, 2022)Visual inspection of Polysomnography (PSG) recordings by sleep experts, based on established guidelines, has been the gold standard in sleep stage classification. This approach is expensive, time-consuming, and mostly ... -
Two-dimensional CNN-based distinction of human emotions from EEG channels selected by Multi-Objective evolutionary algorithm
Moctezuma, Luis Alfredo; Abe, Takashi; Molinas Cabrera, Maria Marta (Peer reviewed; Journal article, 2022)In this study we explore how different levels of emotional intensity (Arousal) and pleasantness (Valence) are reflected in electroencephalographic (EEG) signals. We performed the experiments on EEG data of 32 subjects from ...