Multi-class identification of driver's cognitive distraction with Error-Correcting Output Coding (ECOC) method

IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC

Volumn , Issue , 2009, Pages 96-101

  Nagase, Atsushi ^a   Kawanaka, Haruki ^a   Bhuiyan, Md Shoaib ^b   Oguri, Koji ^a  

^a Aichi Pre Fectural University   (Japan)

^b SUZUKA UNIVERSITY OF MEDICAL SCIENCE   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE SAFETY; BIOLOGICAL INFORMATION; COGNITIVE STATE; ERROR-CORRECTING OUTPUT CODING; FEATURE SETS; MULTI-CLASS; MULTICLASS PATTERN RECOGNITION; OPTIMAL COMBINATION; POTENTIAL HAZARDS;

INTELLIGENT VEHICLE HIGHWAY SYSTEMS; PATTERN RECOGNITION;

VEHICLE LOCATING SYSTEMS;

EID: 72449133888     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ITSC.2009.5309706     Document Type: Conference Paper

References (12)

1. National Police Agency Traffic Bureau, "Road Traffic Accidents in 2008", http://www.npa.go.jp/toukei/koutuu48/H20.All.pdf
2. M. Miyaji, M. Danno and K. Oguri, "Analysis of Driver Behavior Based on Traffic Incidents for Driver Monitor Systems", 2008 IEEE Intelligent Vehicles Symposium, pp.930-935, 2008
3. M. Kutila and M. Jokela, "Driver Distraction Detection with a Camera System", Proceedings of IEEE International Conference on Image Processing 2007, pp.201-204, 2007
4. M. Miyaji, M. Danno, H. Kawanaka and K.Oguri, "Driver's Cognitive Distraction Detecting using AdaBoost on Pattern Recognition Basis", 2008 IEEE International Conference on Vehicular Electronics and Safety, pp.51-56, 2008
5. N. Uchida, Y. Asano, Y. Yokoya, T. Ueda and A. Iihoshi, "Effects of Cell-phone Conversation Tasks on Visual Information Processing while Driving", Transaction of Society of Automotive Engineers of Japan, Vol.39 No.6, pp.217-222, 2008
6. E. Hartman, "Driver Vision Requirement", International Automobile Safety Conference, Society of Automotive Engineers, Paper No.700392, pp.629-630, 1970
7. T. W. Victor, J. L. Harbluk and J. Engstrom, "Sensitivity of Eye-Movement Measures to In-Vehicle Task Difficulty", Transportation Research part F, Vol.8, pp.167-190, 2005
8. D. Kahneman and J. Beatty, "Pupillary diameter and load on memory", Science 154, pp.1583-1585, 1966
9. M. Nagamine, M. Murota, M. Ishii and Y. Shimiu, "Feeling of Tension and Heart Rate Changes When Carrying out Repeated Arithmetic Tasks", Japanese Journal of Educational Technology, Vol.25 No.4, pp.237-245, 2002
10. C. W. Hsu and C. J. Lin, "A Comparison of Methods for Multi-class Support Vector Machines", IEEE Trans. Neural Network, Vol.13, pp.415-425, 2002
11. R.Rifkin and A. Kalautau, "In Defense of One-Vs-All Classification", Journal of Machine. Learning Research, Vol.5, pp.101-141, 2004
12. E. L. Allwein, R. E. Schapire and Y. Singer, "Reducing multiclass to binary: A Unifying Approach for Margin Classifiers", Journal of Machine Learning Research, Vol.1, pp.113-141, 2001