Comparing Two Emotion Models for Deriving Affective States from Physiological Data

被引:0
|
作者
Lichtenstein, Antje [1 ]
Oehme, Astrid [2 ]
Kupschick, Stefan [2 ]
Juergensohn, Thomas [2 ]
机构
[1] Tech Univ Berlin, Inst Psychol & Arbeitswissensch, Fachgebiet Mensch Maschine Syst, Franklinstr 28-29, D-10587 Berlin, Germany
[2] HFC Human Factors Consult Gmbh, D-12555 Berlin, Germany
关键词
Emotion classification; dimensional model of affect; basic emotions; ambient intelligence; psychophysiology;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes an experiment on emotion measurement and classification based on different physiological parameters, which was conducted in the context of a European project on ambient intelligent mobile devices. Emotion induction material consisted of five four-minute video films that induced two positive and three negative emotions. The experimental design gave consideration to both, the basic and the dimensional model of the structure of emotion. Statistical analyses were conducted for films and for self-assessed emotional state and in addition, supervised machine learning technique was utilized. Recognition rates reached up to 72% for a specific emotion (one out of five) and up to 82% for an underlying dimension (one out of two).
引用
收藏
页码:35 / +
页数:3
相关论文
共 50 条
  • [21] An algorithm for deriving core magnetic field models from the Swarm data set
    Martin Rother
    Vincent Lesur
    Reyko Schachtschneider
    Earth, Planets and Space, 2013, 65 : 1223 - 1231
  • [22] COMPARING TWO MODELS THAT REDUCE THE NUMBER OF NEPHROLOGY FELLOWSHIP POSITIONS IN THE UNITED STATES
    Davila, William A.
    Desai, Tejas
    AMERICAN JOURNAL OF KIDNEY DISEASES, 2015, 65 (04) : A30 - A30
  • [24] Comparing two models that reduce the number of nephrology fellowship positions in the United States
    Desai, Tejas
    PEERJ, 2015, 2
  • [25] Ethnoracial Disparities in Nitrogen Dioxide Pollution in the United States: Comparing Data Sets from Satellites, Models, and Monitors
    Kerr, Gaige Hunter
    Goldberg, Daniel L.
    Harris, Maria H.
    Henderson, Barron H.
    Hystad, Perry
    Roy, Ananya
    Anenberg, Susan C.
    ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2023, 57 (48) : 19532 - 19544
  • [26] Correlation Analyses between Personality Traits and Personal Behaviors under Specific Emotion States Using Physiological Data from Wearable Devices
    Cai, Ruiying
    Guo, Ao
    Ma, Jianhua
    Huang, Runhe
    Yu, Ruiyun
    Yang, Chen
    2018 16TH IEEE INT CONF ON DEPENDABLE, AUTONOM AND SECURE COMP, 16TH IEEE INT CONF ON PERVAS INTELLIGENCE AND COMP, 4TH IEEE INT CONF ON BIG DATA INTELLIGENCE AND COMP, 3RD IEEE CYBER SCI AND TECHNOL CONGRESS (DASC/PICOM/DATACOM/CYBERSCITECH), 2018, : 46 - 53
  • [27] A METHODOLOGY FOR COMPARING PREDICTIONS FROM MANY MODELS TO FEW DATA
    WASSERMAN, S
    DAVIS, JH
    QUALITY & QUANTITY, 1991, 25 (02) : 189 - 209
  • [28] Comparing solar data from NWP models for Brazilian territory
    Lima, F.
    Costa, R.
    Goncalves, A.
    Pes, M.
    Pereira, E.
    Martins, F.
    IEEE LATIN AMERICA TRANSACTIONS, 2020, 18 (05) : 899 - 906
  • [29] Computational evidence of complexes in structural models of melts deriving from neutron diffraction data
    Mouron, L
    Roullet, G
    Legendre, JJ
    Picard, G
    COMPUTERS & CHEMISTRY, 1997, 21 (06): : 431 - 435
  • [30] Computational evidence of complexes in structural models of melts deriving from neutron diffraction data
    Ecole Nationale Superieure de Chimie, de Paris, Paris, France
    Comput Chem, 6 (431-435):