English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Tools annual

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Tools monthly

Global: Zendy Plus monthly

Presents the access of premium content as premium feature

Premium Content

Global: Zendy Plus annual

Global: Zendy Free Plan

With the increasing demands of emotion comprehension and regulation in ourdaily life, a customized music-based emotion regulation system is introduced byemploying current EEG information and song features, which predicts users'emotion variation in the valence-arousal model before recommending music. Thework shows that: (1) a novel music-based emotion regulation system with acommercial EEG device is designed without employing deterministic emotionrecognition models for daily usage; (2) the system considers users' variantemotions towards the same song, and by which calculate user's emotioninstability and it is in accordance with Big Five Personality Test; (3) thesystem supports different emotion regulation styles with users' designation ofdesired emotion variation, and achieves an accuracy of over $0.85$ with2-seconds EEG data; (4) people feel easier to report their emotion variationcomparing with absolute emotional states, and would accept a more delicatemusic recommendation system for emotion regulation according to thequestionnaire.

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