Analysis of real-world driver's frustration

IEEE Transactions on Intelligent Transportation Systems

Volumn 12, Issue 1, 2011, Pages 109-118

  Malta, Lucas ^a   Miyajima, Chiyomi ^b   Kitaoka, Norihide ^b   Takeda, Kazuya ^b  

^a VOLVO AERO CORPORATION   (Sweden)

^b NAGOYA UNIVERSITY   (Japan)

Author keywords

Active safety; Bayesian network; driver behavior; driver modeling; emotion

Indexed keywords

ACTIVE SAFETY; AUTOMATIC SPEECH RECOGNITION SYSTEM; DATA ANNOTATION; DRIVER BEHAVIOR; DRIVER MODELING; DRIVING ENVIRONMENT; EMOTION; EMOTIONAL STATE; FACIAL EXPRESSIONS; FALSE POSITIVE RATES; IN-LINE; INSTRUMENTED VEHICLE; MULTIPLE SENSORS; OVERALL ESTIMATION; PHYSIOLOGICAL CONDITION; REAL-WORLD; TRUE POSITIVE RATES;

AUTOMOBILE DRIVERS; BAYESIAN NETWORKS; DISTRIBUTED PARAMETER NETWORKS; ERROR DETECTION; ESTIMATION; INFERENCE ENGINES; INTELLIGENT NETWORKS; KNOWLEDGE BASED SYSTEMS; PHYSIOLOGICAL MODELS; SECURITY OF DATA;

SPEECH RECOGNITION;

EID: 79952070152     PISSN: 15249050     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITS.2010.2070839     Document Type: Article

References (27)

1. T. Gandhi and M. M. Trivedi, "Pedestrian protection systems: Issues, survey, and challenges," IEEE Trans. Intell. Transp. Syst., vol. 8, no. 3, pp. 413-430, Sep. 2007. (Pubitemid 47383465)
2. S. K. Gehrig and F. J. Stein, "Collision avoidance for vehicle-following systems," IEEE Trans. Intell. Transp. Syst., vol. 8, no. 2, pp. 233-244, Jun. 2007. (Pubitemid 46873205)
3. N. Kaempchen, B. Schiele, and K. Dietmayer, "Situation assessment of an autonomous emergency brake for arbitrary vehicle-to-vehicle collision scenarios," IEEE Trans. Intell. Transp. Syst., vol. 10, no. 4, pp. 678-687, Dec. 2009.
4. J. Healey and R. Picard, "Detecting stress during real-world driving tasks using physiological sensors," IEEE Trans. Intell. Transp. Syst., vol. 6, no. 2, pp. 156-166, Jun. 2005. (Pubitemid 40925766)
5. Y. Liang, M. L. Reyes, and J. D. Lee, "Real-time detection of driver cognitive distraction using support vector machines," IEEE Trans. Intell. Transp. Syst., vol. 8, no. 2, pp. 340-350, Jun. 2007. (Pubitemid 46873214)
6. J. Mesken, "Determinants and consequences of drivers' emotions," Ph.D. dissertation, Univ. Groningen, Groningen, The Netherlands, 2006.
7. R. S. Lazarus, "Relational meaning and discrete emotions," in Appraisal Processes in Emotion: Theory, Methods, Research. New York: Oxford Univ. Press, 2001, pp. 37-67.
8. C. D. Katsis, N. Katertsidis, G. Ganiatsas, and D. I. Fotiadis, "Toward emotion recognition in car-racing drivers: A biosignal processing approach," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 38, no. 3, pp. 502-512, May 2008. (Pubitemid 351649883)
9. C. L. Lisetti and F. Nasoz, "Affective intelligent car interfaces with emotion recognition," in Proc. 11th Int. Conf. Human Comput. Interaction, 2005, pp. 1-10.
10. B. Schuller, M. Lang, and G. Rigoll, "Recognition of spontaneous emotions by speech within automotive environment," in Proc. Jahrestagung für Akustik, 2006, vol. 32, pp. 57-58.
11. C. Jones and I.-M. Jonsson, "Detecting emotions in conversations between driver and in-car information systems," in Proc. 1st Int. Conf. Affective Comput. Intell. Interaction, 2005, pp. 780-787. (Pubitemid 43763402)
12. S. Hoch, F. Althoff, G. McGlaun, and G. Rigoll, "Bimodal fusion of emotional data in an automotive environment," in Proc. IEEE ICASSP, 2005, vol. 2, pp. 1085-1088.
13. P. Ekman, Handbook of Cognition and Emotion. Sussex, U.K.: Wiley, 1999.
14. J. Dollard, N. E. Miller, O. H. Mowrer, and R. R. Sears, Frustration and Aggression. New Haven, CT: Yale Univ. Press, 1939.
15. D. Shinar, "Aggressive driving: The contribution of the drivers and the situation," Transp. Res. Part F, Traffic Psychol. Beh., vol. 1, no. 2, pp. 137- 160, Dec. 1998. (Pubitemid 128340687)
16. Z. Zeng, M. Pantic, G. I. Roisman, and T. S. Huang, "A survey of affect recognition methods: Audio, visual, and spontaneous expressions," IEEE Trans. Pattern Anal. Mach. Intell., vol. 31, no. 1, pp. 39-58, Jan. 2009.
17. A. Kapoor, W. Burleson, and R. W. Picard, "Automatic prediction of frustration," Int. J. Human-Comput. Stud., vol. 65, no. 8, pp. 724-736, Aug. 2007. (Pubitemid 46810294)
18. N. Kawaguchi, K. Takeda, and F. Itakura, "Multimedia corpus of in-car speech communication," J. VLSI Signal Process., vol. 36, no. 2, pp. 153- 159, Feb./Mar. 2004.
19. S. Hara, C. Miyajima, K. Itou, and K. Takeda, "An online customizable music retrieval system with a spoken dialogue interface," J. Acoust. Soc. Amer., vol. 1, no. 5, pp. 3378-3379, Nov. 2006.
20. J. T. Cacioppo and L. G. Tassinary, Principles of Psychophysiology: Physical, Social and Inferential Element, J. T. Cacioppo and L. G. Tassinary, Eds. Cambridge, U.K.: Cambridge Univ. Press, 1990.
21. C. Miyajima, Y. Nishiwaki, K. Ozawa, T. Wakita, K. Itou, K. Takeda, and F. Itakura, "Driver modeling based on driving behavior and its evaluation in driver identification," Proc. IEEE, vol. 95, no. 2, pp. 427-437, Feb. 2007.
22. A. V. Oppenheim, "Superposition in a class of nonlinear systems," Ph.D. dissertation, Res. Lab. Electron., Mass. Inst. Technol., Cambridge, MA, 1965.
23. C. M. Bishop, Pattern Recognition and Machine Learning, M. Jordan, J. Kleinberg, and B. Schölkopf, Eds. Berlin, Germany: Springer-Verlag, 2006.
24. K. P. Murphy, Inference and Learning in Hybrid Bayesian Networks, Univ. California, Berkeley, CA, Tech. Rep. CSD-98-990, 1998. [Online]. Available: citeseer.ist.psu.edu/murphy98inference.html
25. K. Murphy, Bayes Net Toolbox for Matlab, 2007. [Online]. Available: http://bnt.sourceforge.net/
26. R. W. Lucas, P. J. Mullin, C. B. Luna, and D. C. McInroy, "Psychiatrists and a computer as interrogators of patients with alcohol-related illnesses: A comparison," Br. J. Psychiatry, vol. 131, pp. 160-167, Aug. 1977. (Pubitemid 8155825)
27. M. Bradley and P. Lang, "Measuring emotion: Behavior, feeling and physiology," in Cognitive Neuroscience of Emotion. New York: Oxford Univ. Press, 2000, pp. 242-276.