Using Activity-Related Behavioural Features towards More Effective Automatic Stress Detection

PLoS ONE

Volumn 7, Issue 9, 2012, Pages

  Giakoumis, Dimitris ^a,b   Drosou, Anastasios ^c   Cipresso, Pietro ^d   Tzovaras, Dimitrios ^a   Hassapis, George ^b   Gaggioli, Andrea ^d,e   Riva, Giuseppe ^d,e  

^a INFORMATION TECHNOLOGIES INSTITUTE   (Greece)

^b ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

^c IMPERIAL COLLEGE LONDON   (United Kingdom)

^d ISTITUTO AUXOLOGICO ITALIANO   (Italy)

^e UNIVERSITÀ CATTOLICA DEL SACRO CUORE   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

ACCELEROMETER; ACTIVITY RELATED BEHAVIOR; ARTICLE; AUTOMATIC STRESS DETECTION; AUTOMATION; BEHAVIOR; COMPUTER SYSTEM; DATA PROCESSING; ELECTROCARDIOGRAM; ELECTRODERMAL RESPONSE; FEMALE; HUMAN; HUMAN EXPERIMENT; MALE; METHODOLOGY; NORMAL HUMAN; SELF REPORT; SIGNAL PROCESSING; STRESS; STROOP TEST; VIDEORECORDING;

ADULT; ALGORITHMS; BEHAVIOR; ELECTROCARDIOGRAPHY; FEMALE; GALVANIC SKIN RESPONSE; HUMAN ACTIVITIES; HUMANS; MALE; MODELS, STATISTICAL; QUESTIONNAIRES; STRESS, PSYCHOLOGICAL; VIDEOTAPE RECORDING;

EID: 84866552294     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0043571     Document Type: Article

References (54)

1. Witkin G, Hirschowitz J (2002) The Male Stress Survival Guide: Everything Men Need to Know: Newmarket Press.
2. Hickey L, (1996) Counselling for stress problems- Palmer,S, Dryden,W. Journal of Psychosomatic Research 40: 553-553.
3. Gillham B (2008) Developing a questionnaire. 2nd ed. ed. London, UK: Continuum International Publishing Group Ltd.
4. Gaggioli A, Pioggia G, Tartarisco G, Baldus G, Corda D, et al. (in press) A mobile data collection platform for mental health research. Personal and Ubiquitus Computing 13: 1-11 DOI: 10.1007/s00779-011-0465-2.
5. Cohen S, Janicki-Deverts D, Miller GE, (2007) Psychological stress and disease. Jama-Journal of the American Medical Association 298: 1685-1687.
6. Cohen S, Manuck SB, (1995) Stress, Reactivity, and Disease. Psychosomatic Medicine 57: 423-426.
7. Mauri M, Magagnin V, Cipresso P, Mainardi L, Brown EN, et al. Psychophysiological signals associated with affective states. 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC'10, art. no. 5627465, pp. 3563-3566. DOI: 10.1109/IEMBS.2010.5627465.
8. Goldberger L, Breznitz S, editors (1993) The Handbook of Stress. Seconded ed. New York, NY.: The Free Press.
9. Liang WC, Yuan J, Sun DC, Lin MH (2007) Variation in Physiological Parameters Before and After an Indoor Simulated Driving Task: Effect of Exercise Break. 2007 International Conference on Gerontic Technology and Service Management (ICGTSM). Nantou County, Taiwan.
10. Chrousos GP, Gold PW, (1998) A healthy body in a healthy mind- and vice versa- The damaging power of "uncontrollable" stress. Journal of Clinical Endocrinology & Metabolism 83: 1842-1845.
11. Levy DM, (1944) On the Problem of Movement Restraint Tics, Stereotyped Movements, Hyperactivity. American Journal of Orthopsychiatry 14: 644-671.
12. Cipresso P, Meriggi P, Carelli L, Solca F, Meazzi D, et al. (2011) The combined use of Brain Computer Interface and Eye-Tracking technology for cognitive assessment in Amyotrophic Lateral Sclerosis. 5th International Conference on Pervasive Computing Technologies for Healthcare and Workshops, PervasiveHealth 2011, art. no. 6038823, pp. 320-324. DOI: 10.4108/icst.pervasivehealth.2011.246018.
13. Picard RW, Cosier G, (1997) Affective intelligence- the missing link? Bt Technology Journal 15: 150-161.
14. Picard RW, Healey J, (1997) Affective wearables. First International Symposium on Wearable Computers- Digest of Papers pp. 90-97.
15. Picard RW, Vyzas E, Healey J, (2001) Toward machine emotional intelligence: Analysis of affective physiological state. IEEE Transactions on Pattern Analysis and Machine Intelligence 23: 1175-1191.
16. Picard RW, Klein J, (2002) Computers that recognise and respond to user emotion: theoretical and practical implications. Interacting with Computers 14: 141-169.
17. Ekman P, Oster H, (1979) Facial Expressions of Emotion. Annual Review of Psychology 30: 527-554.
18. Zeng ZH, Pantic M, Roisman GI, Huang TS, (2009) A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions. IEEE Transactions on Pattern Analysis and Machine Intelligence 31: 39-58.
19. Friesen WV, Ekman P, Wallbott H, (1979) Measuring Hand Movements. Journal of Nonverbal Behavior 4: 97-112.
20. Magagnin V, Mauri M, Cipresso P, Mainardi L, Brown EN, et al. (2010) Heart Rate Variability and Respiratory Sinus Arrhythmia Assessment of Affective States by Bivariate Autoregressive Spectral Analysis. Computing in Cardiology 37, art. no. 5737930, pp. 145-148.
21. Picard RW, (2010) Emotion Research by the People, for the People. Emotion Review 2: 250-254.
22. Glowinski D, Dael N, Camurri A, Volpe G, Mortillaro M, et al. (2011) Toward a Minimal Representation of Affective Gestures. Affective Computing, IEEE Transactions on 2: 106-118.
23. Damasio AR (2003) Looking for Spinoza: joy, sorrow, and the feeling brain. Orlando, Fla.: Harcourt. x, 355 p. p.
24. Amighi-Kestenberg J, Loman S, Lewis P, Sossin KM, editors 1999) The meaning of movement, developmental and clinical perspectives of the kestenberg movement profile. Amsterdam, The Netherlands: Gordon & Breach.
25. Kestenberg J, Sossin KM (1979) The role of movement patterns in development. New York: Dance Notation Bureau Press.
26. Mehrabian A, (1969) Significance of posture and position in the communication of attitude and status relationships. Psychology Bulletin 71: 359-372.
27. Kendon A, (1972) Kinesics and Context- Essays on Body Motion Communication- Birdwhistell,Rl. American Journal of Psychology 85: 441-453.
28. McNeill D (2005) Gesture and thought. Chicago: University of Chicago Press. xii, 318 p. p.
29. Wallbott HG, (1998) Bodily expression of emotion. European Journal of Social Psychology 28: 879-896.
30. Microsoft Kinect official website. Available: http://www.xbox.com/en-US/Kinect. Accessed 2012 Aug 24.
31. Phidget Accelerometer 3-Axis. Available: http://www.phidgets.com/products.php?product_id=1059. Accessed 2012 Aug 24.
32. Procomp5 Infinity official site. Available: http://www.thoughttechnology.com/pro5.htm. Accessed 2012 Aug 24.
33. Jensen AR, (1981)- the Stroop Color-Word Test- a Review. Current Contents/Social & Behavioral Sciences pp. 20-20.
34. MacLeod CM, MacDonald PA (2000) Interdimensional interference in the Stroop effect: uncovering the cognitive and neural anatomy of attention, Trends in Cognitive Sciences, Volume 4, Issue 10, Pages 383-391.
35. Chechko N, Wehrle R, Erhardt A, Holsboer F, Czisch M, et al. (2009) Unstable Prefrontal Response to Emotional Conflict and Activation of Lower Limbic Structures and Brainstem in Remitted Panic Disorder. Plos One 4.
36. Chajut E, Algom D, (2003) Selective attention improves under stress: Implications for theories of social cognition. Journal of Personality and Social Psychology 85: 231-248.
37. Barreto A, Zhai J, Adjouadi M (2007) Non-intrusive Physiological Monitoring for Automated Stress Detection in Human-Computer Interaction. In: Lew, M., Sebe, N., Huang, T.S., Bakker, E.M. (eds.) HCI 2007. LNCS, vol. 4796, pp. 29-38. Springer, Heidelberg (2007).
38. Karthikeyan P, Murugappan M, Yaacob S (2011) A review on stress inducement stimuli for assessing human stress using physiological signals, Signal Processing and its Applications (CSPA), IEEE 7th International Colloquium on, vol., no., pp. 420-425, 4-6 March 2011.
39. Lupien S, Maheu F, Tu M, Fiocco A, Schramek T, (2007) The effects of stress and stress hormones on human cognition: Implications for the field of brain and cognition. Brain and Cognition 65 (3):: 209-237.
40. Hobfoll SE, (1989) Conservation of resources: A new attempt at conceptualizing stress. American Psychologist 44 (3):: 513-524.
41. Healey JA, Picard RW, (2005) Detecting stress during real-world driving tasks using physiological sensors. IEEE Transactions on Intelligent Transportation Systems 6: 156-166.
42. Setz C, Arnrich B, Schumm J, La Marca R, Troster G, et al. (2010) Discriminating Stress From Cognitive Load Using a Wearable EDA Device. IEEE Transactions on Information Technology in Biomedicine 14: 410-417.
43. Peacock EJ, Wong PTP, (1990) The Stress Appraisal Measure (SAM)- a Multidimensional Approach to Cognitive Appraisal. Stress Medicine 6: 227-236.
44. Bobick AF, Davis JW, (2001) The recognition of human movement using temporal templates. IEEE Transactions on Pattern Analysis and Machine Intelligence 23: 257-267.
45. Viola P, Jones MJ, (2004) Robust real-time face detection. International Journal of Computer Vision 57: 137-154.
46. Comaniciu D, Ramesh V, Meer P, (2000) Real-time tracking of non-rigid objects using mean shift. IEEE Conference on Computer Vision and Pattern Recognition, Proceedings, Vol Ii: 142-149.
47. Mehrabian A (2007) Nonverbal Communication, Aldine.
48. Kapoor A, Burleson W, Picard RW, (2007) Automatic prediction of frustration. International Journal of Human-Computer Studies 65: 724-736.
49. Rigas G, Tzallas AT, Tsalikakis DG, Konitsiotis S, Fotiadis DI, (2009) Real-Time Quantification of Resting Tremor in the Parkinson's Disease. Embc: 2009 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Vols 1-20 pp. 1306-1309.
50. van den Broek EL, Westerink JHDM, (2009) Considerations for emotion-aware consumer products. Applied Ergonomics 40: 1055-1064.
51. Giakoumis D, Tzovaras D, Moustakas K, Hassapis G, (2011) Automatic Recognition of Boredom in Video Games Using Novel Biosignal Moment-Based Features. Affective Computing, IEEE Transactions on 2: 119-133.
52. Kim J, Andre E, (2008) Emotion Recognition Based on Physiological Changes in Music Listening. IEEE Transactions on Pattern Analysis and Machine Intelligence 30: 2067-2083.
53. Martinez HP, Yannakakis GN (2010) "Genetic Search Feature Selection for Affective Modelling: a Case Study on Reported Preferences". AFFINE '10, ACM, USA, 15-20.
54. La Barre F, (2011) Figures of Motion: Integrating Movement Theories in Clinical Practice. Clinical Social Work Journal 39: 180-190.