TY - JOUR
T1 - Prediction of Car Design Perception Using EEG and Gaze Patterns
AU - Moon, Seong Eun
AU - Kim, Jun Hyuk
AU - Kim, Sun Wook
AU - Lee, Jong Seok
N1 - Publisher Copyright:
© 2010-2012 IEEE.
PY - 2021
Y1 - 2021
N2 - In this paper, we deal with the issue of implicit monitoring of perceptual responses to product design through electroencephalography (EEG) and eye tracking. Four evaluation factors, namely, preference, luxury, complexity, and harmony are considered to investigate how people perceive the car design. In particular, the quantified perceptual responses are predicted based on EEG and gaze data. Average root-mean-square errors of 0.210 and 1.215 are obtained from subject-dependent and subject-independent regressions on a 7-point score scale, respectively, which demonstrates that perception of car design can be predicted via implicit monitoring.
AB - In this paper, we deal with the issue of implicit monitoring of perceptual responses to product design through electroencephalography (EEG) and eye tracking. Four evaluation factors, namely, preference, luxury, complexity, and harmony are considered to investigate how people perceive the car design. In particular, the quantified perceptual responses are predicted based on EEG and gaze data. Average root-mean-square errors of 0.210 and 1.215 are obtained from subject-dependent and subject-independent regressions on a 7-point score scale, respectively, which demonstrates that perception of car design can be predicted via implicit monitoring.
KW - Physiological signal
KW - design evaluation
KW - implicit analysis
KW - perceptual experience
KW - product design
UR - http://www.scopus.com/inward/record.url?scp=85120534258&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85120534258&partnerID=8YFLogxK
U2 - 10.1109/TAFFC.2019.2901733
DO - 10.1109/TAFFC.2019.2901733
M3 - Article
AN - SCOPUS:85120534258
SN - 1949-3045
VL - 12
SP - 843
EP - 856
JO - IEEE Transactions on Affective Computing
JF - IEEE Transactions on Affective Computing
IS - 4
ER -