Analysis of Distracted Driver Behaviour Using Self-Organizing Maps

被引：0
|
作者：
Samson, Matthew Immanuel [1 ]
Calvert, David A. [1 ]
Trick, Lana M. [2 ]
机构：
[1] Univ Guelph, Sch Comp Sci, Guelph, ON, Canada
[2] Univ Guelph, Dept Psychol, Guelph, ON, Canada
来源：
2021 IEEE 11TH ANNUAL COMPUTING AND COMMUNICATION WORKSHOP AND CONFERENCE (CCWC) | 2021年
关键词：
Self-Organizing Map; Distracted Driving; Feature Analysis;
D O I：
10.1109/CCWC51732.2021.9376083
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
This work studies driving under different distractions and how they affect driver's behaviour. Driving patterns are studied by constructing Self Organizing Maps and training it on the data for multiple drivers. This results in a structure that maps each driver under a particular distraction to their behaviour. The map is then analyzed by labeling features from the datasets. These labels serve to examine different behaviour of each driver.
引用
收藏
页码：101 / 103
页数：3
相关论文
共 50 条
  • [1] Mapping model behaviour using Self-Organizing Maps
    Herbst, M.
    Gupta, H. V.
    Casper, M. C.
    HYDROLOGY AND EARTH SYSTEM SCIENCES, 2009, 13 (03) : 395 - 409
  • [2] Regional analysis using self-organizing maps
    Chudy, L
    Farkas, I
    POLITICKA EKONOMIE, 2000, 48 (05) : 685 - 697
  • [3] Characterization of Suicidal Behaviour with Self-Organizing Maps
    Leiva-Murillo, Jose M.
    Lopez-Castroman, Jorge
    Baca-Garcia, Enrique
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2013, 2013
  • [4] Comparative analysis of model behaviour for flood prediction purposes using Self-Organizing Maps
    Herbst, M.
    Casper, M. C.
    Grundmann, J.
    Buchholz, O.
    NATURAL HAZARDS AND EARTH SYSTEM SCIENCES, 2009, 9 (02) : 373 - 392
  • [5] Meteorological data analysis using self-organizing maps
    Tambouratzis, Tatiana
    Tambouratzis, George
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2008, 23 (06) : 735 - 759
  • [6] Visual analysis of self-organizing maps
    Stefanovic, Pavel
    Kurasova, Olga
    NONLINEAR ANALYSIS-MODELLING AND CONTROL, 2011, 16 (04): : 488 - 504
  • [7] Self-Organizing Maps
    Matera, F
    SUBSTANCE USE & MISUSE, 1998, 33 (02) : 365 - 381
  • [8] Empirical Analysis of Android Logs Using Self-Organizing Maps
    Finickel, Eric
    Lahmadi, Abdelkader
    Beck, Frederic
    Festor, Olivier
    2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2014, : 1802 - 1807
  • [9] Analysis of gene expression data using self-organizing maps
    Törönen, P
    Kolehmainen, M
    Wong, C
    Castrén, E
    FEBS LETTERS, 1999, 451 (02) : 142 - 146
  • [10] Analysis of IC fabrication processes using self-organizing maps
    Rüping, S
    Müller, J
    NINTH INTERNATIONAL CONFERENCE ON ARTIFICIAL NEURAL NETWORKS (ICANN99), VOLS 1 AND 2, 1999, (470): : 631 - 636
12345