Complex Adaptive Systems and Psychophysiological Data - An Exploratory Approach

被引:0
作者
Dair, Zachary [1 ]
Dockray, Samantha [2 ]
O'Reilly, Ruairi [1 ]
机构
[1] Munster Technol Univ, Comp Sci, Cork, Ireland
[2] Univ Coll Cork, Appl Psychol, Cork, Ireland
来源
2023 31ST IRISH CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COGNITIVE SCIENCE, AICS | 2023年
基金
爱尔兰科学基金会;
关键词
Affective Computing; Complex Adaptive Systems; Psychophysiology; Emotion Models; Cognitive Modelling; Complexity Theory; EMOTION MODELS; DATABASES;
D O I
10.1109/AICS60730.2023.10470799
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 ; 0303 ; 030303 ; 04 ; 0402 ;
摘要
The diverse nature of emotion models presents challenges in psychophysiological analysis, notably affecting the comparability and reliability of research findings across studies. This exploratory work aims to address the diversity of emotion models by abstracting them into a higher-order perspective while preserving the specificity of the original emotions. This will be accomplished by integrating Complex Adaptive Systems utilising their inherent interactivity to foster rich interactions between different emotion models, adaptability to adjust to the nuances of each model, and self-organisation to autonomously form a coherent understanding of diverse emotional data. By analysing interactions within the system, this study aims to identify abstract emotion representations that capture dynamic patterns in physiological data that indicate emotional states. Combining these dynamic patterns with an analysis of system interactions offers a novel perspective in emotion modelling.
引用
收藏
页数:4
相关论文
共 29 条
[1]  
Cacioppo JT, 2007, HANDBOOK OF PSYCHOPHYSIOLOGY, 3RD EDITION, P1, DOI 10.2277/ 0521844711
[2]   Emotion Recognition Using Different Sensors, Emotion Models, Methods and Datasets: A Comprehensive Review [J].
Cai, Yujian ;
Li, Xingguang ;
Li, Jinsong .
SENSORS, 2023, 23 (05)
[3]  
Eerola T, 2012, MUSIC PERCEPT, V30, P49, DOI [10.1525/MP.2012.30.1.49, 10.1525/mp.2012.30.3.307]
[4]  
Ekman P., 1999, Handbook of cognition and emotion, P45, DOI [DOI 10.1002/0470013494.CH3, https://doi.org/10.1002/0470013494.ch3]
[5]   Emotion Recognition Measurement based on Physiological Signals [J].
Fan, Xiaoli ;
Yan, Ye ;
Wang, Xiaomin ;
Yan, Huijiong ;
Li, You ;
Xie, Liang ;
Yin, Erwei .
2020 13TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2020), 2020, :81-86
[6]   Klaus Scherer's article on "What are emotions?" - Comments [J].
Frijda, Nico H. .
SOCIAL SCIENCE INFORMATION SUR LES SCIENCES SOCIALES, 2007, 46 (03) :381-383
[7]   A complex systems approach to the study of change in psychotherapy [J].
Hayes, Adele M. ;
Andrews, Leigh A. .
BMC MEDICINE, 2020, 18 (01)
[8]  
HOLLAND JH, 1992, DAEDALUS, V121, P17
[9]   Investigation of Relationships between Discrete and Dimensional Emotion Models in Affective Picture Databases Using Unsupervised Machine Learning [J].
Horvat, Marko ;
Jovic, Alan ;
Burnik, Kristijan .
APPLIED SCIENCES-BASEL, 2022, 12 (15)
[10]  
Karandashev V., 2021, Cultural Models of Emotions, P93