Advanced Analytics and Deep Learning Models by Unknown

Advanced Analytics and Deep Learning Models by Unknown

Author:Unknown
Language: eng
Format: epub
Publisher: John Wiley & Sons, Incorporated
Published: 2022-04-28T00:00:00+00:00


8.4.1 DEAP Dataset

DEAP dataset was used as a test dataset. DEAP [119] is a publically available dataset for the analysis of human affective analysis in a multimodal way. The DEAP database has been used in so many times in various research studies for detection [120, 121]. An EEG and the physical gestures of the 32 participants were recorded as each watched 40-minute quotes for music videos. Participants rated each video according to levels of arousal, valence, likes/dislikes, dominance, and familiarity.

To set the true emotional states we referred to the rating scale mentioned in [119]. We used the DEAP self-report reports to identify selected areas using the nine-point Likert scale.



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