A Consumer BCI for Automated Music Evaluation Within a Popular On-Demand Music Streaming Service “Taking Listener’s Brainwaves to Extremes” - Archive ouverte HAL Access content directly
Conference Papers Year : 2016

A Consumer BCI for Automated Music Evaluation Within a Popular On-Demand Music Streaming Service “Taking Listener’s Brainwaves to Extremes”

(1) , (1) , (1)
1
Fotis Kalaganis
  • Function : Author
  • PersonId : 1012026
Dimitrios A. Adamos
  • Function : Author
  • PersonId : 1012027
Nikos Laskaris
  • Function : Author
  • PersonId : 1012028

Abstract

We investigated the possibility of a using a machine-learning scheme in conjunction with commercial wearable EEG-devices for translating listener’s subjective experience of music into scores that can be used for the automated annotation of music in popular on-demand streaming services.Based on the established -neuroscientifically sound- concepts of brainwave frequency bands, activation asymmetry index and cross-frequency-coupling (CFC), we introduce a Brain Computer Interface (BCI) system that automatically assigns a rating score to the listened song. Our research operated in two distinct stages: (i) a generic feature engineering stage, in which features from signal-analytics were ranked and selected based on their ability to associate music induced perturbations in brainwaves with listener’s appraisal of music. (ii) a personalization stage, during which the efficiency of extreme learning machines (ELMs) is exploited so as to translate the derived patterns into a listener’s score. Encouraging experimental results, from a pragmatic use of the system, are presented.
Fichier principal
Vignette du fichier
430537_1_En_37_Chapter.pdf (630.36 Ko) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-01557639 , version 1 (06-07-2017)

Licence

Attribution - CC BY 4.0

Identifiers

Cite

Fotis Kalaganis, Dimitrios A. Adamos, Nikos Laskaris. A Consumer BCI for Automated Music Evaluation Within a Popular On-Demand Music Streaming Service “Taking Listener’s Brainwaves to Extremes”. 12th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI), Sep 2016, Thessaloniki, Greece. pp.429-440, ⟨10.1007/978-3-319-44944-9_37⟩. ⟨hal-01557639⟩
116 View
74 Download

Altmetric

Share

Gmail Facebook Twitter LinkedIn More