Detection of stress/anxiety state from EEG features during video watching

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn 2015-November, Issue , 2015, Pages 6034-6037

  Giannakakis, Giorgos ^a   Grigoriadis, Dimitris ^b   Tsiknakis, Manolis ^b,c  

^a INSTITUTE OF COMPUTER SCIENCE   (Greece)

^b TECHNOLOGICAL EDUCATIONAL INSTITUTE OF CRETE   (Greece)

^c INSTITUTE OF COMPUTER SCIENCE   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ANXIETY; AROUSAL; DIAGNOSIS; ELECTROENCEPHALOGRAPHY; HUMAN; LEISURE; MENTAL STRESS; PHYSIOLOGY; PROCEDURES; PSYCHOLOGY; SELF REPORT; VIDEORECORDING;

ADULT; ANXIETY; AROUSAL; ELECTROENCEPHALOGRAPHY; HUMANS; RELAXATION; SELF REPORT; STRESS, PSYCHOLOGICAL; VIDEO RECORDING;

EID: 84953318643     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2015.7319767     Document Type: Conference Paper

References (21)

1. N. Schneiderman, G. Ironson, S. D. Siegel, Stress and health: psychological, behavioral, and biological determinants, Annual Review of Clinical Psychology, vol. 1, pp. 607, 2005
2. H. Selye, The Stress Syndrome, AJN The American Journal of Nursing, vol. 65 (3), pp. 97-99, 1965
3. P. M. Lehrer, R. L. Woolfolk, W. E. Sime. Principles and practice of stress management, Guilford Press, 2007
4. R. S. Lewis, N. Y. Weekes, T. H. Wang, The effect of a naturalistic stressor on frontal EEG asymmetry, stress, and health, Biol Psychol, vol. 75 (3), pp. 239-247, 2007
5. D. J. Schutter, J. van Honk, A. A. d'Alfonso, A. Postma, E. H. de Haan, Effects of slow rTMS at the right dorsolateral prefrontal cortex on EEG asymmetry and mood, Neuroreport, vol. 12 (3), pp. 445-447, 2001
6. K. Nidal, A. S. Malik. EEG/ERP Analysis: Methods and Applications, CRC Press, 2014
7. S. Tiinanen, A. Matta, M. Silfverhuth, K. Suominen, E. Jansson-Verkasalo, T. Seppanen, HRV and EEG based indicators of stress in children with Asperger syndrome in audio-visual stimulus test. In the proceedings of Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE, pp. 2021-2024, 2011
8. I. H. Gotlib, EEG alpha asymmetry, depression, and cognitive functioning, Cognition & Emotion, vol. 12 (3), pp. 449-478, 1998
9. G. C. Blackhart, J. A. Minnix, J. P. Kline, Can EEG asymmetry patterns predict future development of anxiety and depression: A preliminary study, Biol Psychol, vol. 72 (1), pp. 46-50, 2006
10. S. Seo, Y. Gil, J. Lee, The relation between affective style of stressor on EEG asymmetry and stress scale during multimodal task. In the proceedings of Convergence and Hybrid Information Technology, 2008 ICCIT'08 Third International Conference on, pp. 461-466, 2008
11. V. Knott, C. Mahoney, S. Kennedy, K. Evans, EEG power, frequency, asymmetry and coherence in male depression, Psychiatry Research: Neuroimaging, vol. 106 (2), pp. 123-140, 2001
12. H. Hinrichs, W. Machleidt, Basic emotions reflected in EEGcoherences, International Journal of Psychophysiology, vol. 13 (3), pp. 225-232, 1992
13. S. Koelstra, C. Muhl, M. Soleymani, J.-S. Lee, A. Yazdani, T. Ebrahimi, T. Pun, A. Nijholt, I. Patras, Deap: A database for emotion analysis; using physiological signals, Affective Computing, IEEE Transactions on, vol. 3 (1), pp. 18-31, 2012
14. J. A. Russell, A circumplex model of affect, J Pers Soc Psychol, vol. 39 (6), pp. 1161, 1980
15. B. Hjorth, EEG Analysis Based on Time Domain Properties, Electroencephalography and Clinical Neurophysiology, vol. 29 (3), pp. 306-310, 1970
16. P. Grassberger, I. Procaccia, Characterization of Strange Attractors, Physical Review Letters, vol. 50 (5), pp. 346-349, 1983
17. S. A. Hosseini, M. A. Khalilzadeh, Emotional stress recognition system using EEG and psychophysiological signals: Using new labelling process of EEG signals in emotional stress state. In the proceedings of Biomedical Engineering and Computer Science (ICBECS), 2010 International Conference on, pp. 1-6, 2010
18. P. Pudil, J. Novoviová, J. Kittler, Floating search methods in feature selection, Pattern Recognition Letters, vol. 15 (11), pp. 1119-1125, 1994
19. E. R. Girden. ANOVA: Repeated measures, Sage, 1992
20. A. Ortony, T. J. Turner, Whats Basic About Basic Emotions, Psychological Review, vol. 97 (3), pp. 315-331, Jul 1990
21. J. L. Tracy, D. Randles, Four Models of Basic Emotions: A Review of Ekman and Cordaro, Izard, Levenson, and Panksepp and Watt, Emotion Review, vol. 3 (4), pp. 397-405, Oct 2011