BEAMERS: Brain-Engaged, Active Music-based Emotion Regulation System

With the increasing demands of emotion comprehension and regulation in our daily life, a customized music-based emotion regulation system is introduced by employing current EEG information and song features, which predicts users' emotion variation in the valence-arousal model before recommendin...

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Bibliographic Details
Published in:arXiv.org 2022-11
Main Authors: Li, Jiyang, Wang, Wei, Bhagtani, Kratika, Jin, Yincheng, Jin, Zhanpeng
Format: Article
Language:English
Subjects:
Arousal
Emotion recognition
Emotional factors
Emotional regulation
Emotions
Music
Personality tests
Recommender systems
Online Access:Get full text
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Summary:With the increasing demands of emotion comprehension and regulation in our daily life, a customized music-based emotion regulation system is introduced by employing current EEG information and song features, which predicts users' emotion variation in the valence-arousal model before recommending music. The work shows that: (1) a novel music-based emotion regulation system with a commercial EEG device is designed without employing deterministic emotion recognition models for daily usage; (2) the system considers users' variant emotions towards the same song, and by which calculate user's emotion instability and it is in accordance with Big Five Personality Test; (3) the system supports different emotion regulation styles with users' designation of desired emotion variation, and achieves an accuracy of over \(0.85\) with 2-seconds EEG data; (4) people feel easier to report their emotion variation comparing with absolute emotional states, and would accept a more delicate music recommendation system for emotion regulation according to the questionnaire.
ISSN:2331-8422