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] Analysis of gene expression data using self-organizing maps
    Törönen, P
    Kolehmainen, M
    Wong, C
    Castrén, E
    FEBS LETTERS, 1999, 451 (02) : 142 - 146
  • [2] Color clustering using self-organizing maps
    Zhang, Xiao-Yu
    Chen, Jiu-Sheng
    Dong, Jian-Kang
    2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 986 - +
  • [3] A Causal Model Using Self-Organizing Maps
    Chung, Younjin
    Takatsuka, Masahiro
    NEURAL INFORMATION PROCESSING, PT II, 2015, 9490 : 591 - 600
  • [4] Extensions of self-organizing maps
    Trutschl, M
    Cvek, U
    ISIS International Symposium on Interdisciplinary Science, 2005, 755 : 204 - 214
  • [5] Analysis and visualization of gene expression data using Self-Organizing Maps
    Nikkilä, J
    Törönen, P
    Kaski, S
    Venna, J
    Castrén, E
    Wong, G
    NEURAL NETWORKS, 2002, 15 (8-9) : 953 - 966
  • [6] Emission Analysis of a Fluidized Bed Boiler by Using Self-Organizing Maps
    Liukkonen, Mika
    Heikkinen, Mikko
    Halikka, Eero
    Kuivalainen, Reijo
    Hiltunen, Yrjo
    ADAPTIVE AND NATURAL COMPUTING ALGORITHMS, 2009, 5495 : 119 - +
  • [7] Echocardiographic Image Sequence Segmentation and Analysis Using Self-Organizing Maps
    Mozart L. Siqueira
    Jacob Scharcanski
    Philippe O.A. Navaux
    Journal of VLSI signal processing systems for signal, image and video technology, 2002, 32 : 135 - 145
  • [8] Echocardiographic image sequence segmentation and analysis using self-organizing maps
    Siqueira, ML
    Scharcanski, J
    Navaux, POA
    JOURNAL OF VLSI SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2002, 32 (1-2): : 135 - 145
  • [9] Using Self-Organizing Maps for object classification in Epo image analysis
    Heiss-Czedik, D
    Bajla, I
    MEASUREMENT 2005, PROCEEDINGS, 2005, : 149 - 154
  • [10] Relative Density Estimation using Self-Organizing Maps
    Denny
    2014 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND INFORMATION SYSTEMS (ICACSIS), 2014, : 233 - 238