Real-time detection of driver cognitive distraction using support vector machines

IEEE Transactions on Intelligent Transportation Systems

Volumn 8, Issue 2, 2007, Pages 340-350

  Liang, Yulan ^a   Reyes, Michelle L ^a   Lee, John D ^a  

^a IA United States   (United States)

Author keywords

Classification; Driving performance; Eye movement; Logistic regression; Secondary task; Support vector machine (SVM)

Indexed keywords

COGNITIVE SYSTEMS; DATA MINING; EYE MOVEMENTS; INFORMATION SYSTEMS; REAL TIME SYSTEMS; REGRESSION ANALYSIS; SIGNAL DETECTION; SUPPORT VECTOR MACHINES;

DRIVING PERFORMANCE; LOGISTIC REGRESSION; SECONDARY TASK;

AUTOMOBILE DRIVERS;

EID: 34249865344     PISSN: 15249050     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITS.2007.895298     Document Type: Article

References (31)

1. E. D. Sussman, H. Bishop, B. Madnick, and R. Walter, "Driver inattention and highway safety," Transp. Res. Rec., no. 1047, pp. 40-48, 1985.
2. J. Wang, R. R. Knipling, and M. J. Goodman, "The role of driver inattention in crashes; New statistics from the 1995 crashworthiness data system (CDS)," in Proc. 40th Annu.: Assoc. Advancement Automotive Med., 1996, pp. 377-392.
3. J. C. Stutts, D. W. Reinfurt, L. Staplin, and E. A. Rodgman, "The role of driver distraction in traffic crashes," AAA Foundation of Traffic Safety, 2001.
4. J. D. Lee, B. Caven, S. Haake, and T. L. Brown, "Speech-based interaction with in-vehicle computers: The effect of speech-based e-mail on drivers' attention to the roadway," Hum. Factors, vol. 43, no. 4, pp. 631-640, 2001.
5. A. J. McKnight and A. S. McKnight, "The effect of cellular phone use upon driver attention," Accident Anal Prev., vol. 25, no. 3, pp. 259-265, Jun. 1993.
6. D. Haigney and S. J. Westerman, "Mobile (cellular) phone use and driving: A critical review of research methodology," Ergonom., vol. 44, no. 2, pp. 132-143, Feb. 2001.
7. D. L. Strayer, F. A. Drews, and W. A. Johnston, "Cell phone-induced failures of visual attention during simulated driving," J. Exp. Psychol., Appl., vol. 9, no. 1, pp. 23-32, Mar. 2003.
8. D. L. Strayer and W. A. Johnston, "Driven to distraction: Dual-task studies of simulated driving and conversing on a cellular telephone," Psychol. Sci., vol. 12, no. 6, pp. 462-466, Nov. 2001.
9. B. Donmez, L. Boyle, and J. D. Lee, "Taxonomy of mitigation strategies for driver distraction," in Proc. Hum. Factors Ergonom. Soc. 47th Annu. Meeting, Denver, CO, 2003, pp. 1865-1869.
10. W. W. Gibbs, "Considerate computing," Amer. Mag., vol. 292, no. 1, pp. 54-61, Jan. 2005.
11. P. Smith, M. Shah, and N. V. Lobo, "Determining driver visual attention with one camera," IEEE Trans. Intell. Transp. Syst., vol. 4, no. 4, pp. 205-218, Dec. 2003.
12. J. A. Healey and R. W. 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.
13. L. M. Bergasa, J. Nuevo, M. A. Sotelo, R. Barea, andM. E. Lopez, "Real-time system for monitoring driver vigilance," IEEE Trans. Intell. Transp. Syst., vol. 7, no. 1, pp. 63-77, Mar. 2006.
14. J. McCall and M. M. Trivedi, "Video-based lane estimation and tracking for driver assistance: Survey, system, and evaluation," IEEE Trans. Intell. Transp. Syst., vol. 7, no. 1, pp. 20-37, Mar. 2006.
15. J. McCall, D. Mipf, M. M. Trivedi, and B. Rao, "Lane change intent analysis using robust operators and sparse Bayesian learning," IEEE Trans. Intell. Transp. Syst., to be published.
16. H. M. Mandalia and D. D. Salvucci, "Using support vector machines for lane-change detection," in Proc. Hum. Factors and Ergonomics Soc. 49th Annu. Meeting, Orlando, FL, 2005, pp. 1965-1969.
17. M. A. Recarte and L. M. Nunes, "Mental workload while driving: Effects on visual search, discrimination, and decision making," J. Exp. Psychol., Appl., vol. 9, no. 2, pp. 119-137, Jun. 2003.
18. Y. Zhang, Y. Owechko, and J. Zhang, "Driver cognitive workload estimation: A data-driven perspective," in Proc. IEEE Intell. Transp. Syst. Conf., Washington, DC, 2004, pp. 642-647.
19. M. M. Hayhoe, "Advances in relating eye movements and cognition," Infancy, vol. 6, no. 2, pp. 267-274, 2004.
20. J. G. May, R. S. Kennedy, M. C. Williams, W. P. Dunlap, and J. R. Brannan, "Eye movement indices of mental workload," Acta Psychol., vol. 75, no. 1, pp. 75-89, Oct. 1990.
21. E. M. Rantanen and J. H. Goldberg, "The effect of mental workload on the visual field size and shape," Ergonom., vol. 42, no. 6, pp. 816-834, Jun. 1999.
22. M. A. Recarte and L. M. Nunes, "Effects of verbal and spatial-imagery tasks on eye fixations while driving," J. Exp. Psychol., Appl., vol. 6, no. 1, pp. 31-43, Mar. 2000.
23. V. N. Vapnik, The Nature of Statistical Learning Theory. New York: Springer-Verlag, 1995.
24. N. Cristianini and J. S. Taylor, An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods. Cambridge, U.K.: Cambridge Univ. Press, 2000.
25. H. Byun and S. W. Lee, "Applications of Support Vector Machines for pattern recognition: A survey," in Proc. 1st Int. Workshop, SVM Pattern Recog. With Support Vector Mach., Niagara Falls, ON, Canada, 2002, pp. 213-236.
26. C.-W. Hsu, C.-C. Chang, and C.-J. Lin, A Practical Guide to Support Vector Classification. [Online], Available: http://www.csie.ntu.edu.tw/ ~cjlin/papers/guide/guide.pdf
27. S. Amari and S. Wu, "Improving support vector machine classifiers by modifying kernel functions," Neural Netw., vol. 12, no. 6, pp. 783-789, Jul. 1999.
28. O. Nakayama, T. Futami, T. Nakamura, and E. R. Boer, "Development of a steering entropy method for evaluating driver workload," presented at the Int. Congr. Expo., Detroit, MI, Mar. 1-4, 1999, Paper SAE Tech. Paper Series: 1999-01-0892.
29. R. J. K. Jacob, "Eye tracking in advanced interface design," in Advanced Interface Design and Virtual Environments, W. Barfield and T. Furness, Eds. Oxford, U.K.: Oxford Univ. Press, 1995, pp. 258-288.
30. C.-C. Chang and C.-J. Lin, in LIBSVM: A Library for Support Vector Machines. [Online]. Available: http://www.csie.ntu.edu.tw/~cjlin/papers/ libsvm.pdf
31. H. Stanislaw and N. Todorov, "Calculation of signal detection theory measures," Behav. Res. Meth., Instrum., Comput., vol. 31, no. 1, pp. 137-149, Feb. 1999.