TY - GEN
T1 - Neural Encoding of Songs is Modulated by Their Enjoyment
AU - Sharma, Gulshan
AU - Pandey, Pankaj
AU - Subramanian, Ramanathan
AU - Miyapuram, Krishna Prasad
AU - Dhall, Abhinav
N1 - Funding Information:
We thank Science and Engineering Research Board (SERB) and Play-Power Labs for supporting the Prime Minister’s Research Fellowship (PMRF) awarded to Pankaj Pandey and FICCI for facilitating this PMRF.
Publisher Copyright:
© 2022 ACM.
PY - 2022/11/7
Y1 - 2022/11/7
N2 - We examine user and song identification from neural (EEG) signals. Owing to perceptual subjectivity in human-media interaction, music identification from brain signals is a challenging task. We demonstrate that subjective differences in music perception aid user identification, but hinder song identification. In an attempt to address intrinsic complexities in music identification, we provide empirical evidence on the role of enjoyment in song recognition. Our findings reveal that considering song enjoyment as an additional factor can improve EEG-based song recognition.
AB - We examine user and song identification from neural (EEG) signals. Owing to perceptual subjectivity in human-media interaction, music identification from brain signals is a challenging task. We demonstrate that subjective differences in music perception aid user identification, but hinder song identification. In an attempt to address intrinsic complexities in music identification, we provide empirical evidence on the role of enjoyment in song recognition. Our findings reveal that considering song enjoyment as an additional factor can improve EEG-based song recognition.
KW - CNNs
KW - EEG
KW - Music Entrainment
KW - Song Enjoyment
KW - Stimulus Identification
KW - User Identification
UR - http://www.scopus.com/inward/record.url?scp=85142795115&partnerID=8YFLogxK
U2 - 10.1145/3536221.3556598
DO - 10.1145/3536221.3556598
M3 - Conference contribution
AN - SCOPUS:85142795115
T3 - ACM International Conference Proceeding Series
SP - 414
EP - 419
BT - ICMI 2022 - Proceedings of the 2022 International Conference on Multimodal Interaction
PB - Association for Computing Machinery, Inc
T2 - 24th ACM International Conference on Multimodal Interaction, ICMI 2022
Y2 - 7 November 2022 through 11 November 2022
ER -