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

页码：101 / 103

页数：3

共 50 条

[21] A BAYESIAN-ANALYSIS OF SELF-ORGANIZING MAPS
LUTTRELL, SP
NEURAL COMPUTATION, 1994, 6 (05) : 767 - 794
[22] Organizing spectral image database using Self-Organizing Maps
Kohonen, O
Jääskeläinen, T
Hauta-Kasari, M
Parkkinen, J
Miyazawa, K
JOURNAL OF IMAGING SCIENCE AND TECHNOLOGY, 2005, 49 (04) : 431 - 441
[23] A Causal Model Using Self-Organizing Maps
Chung, Younjin
Takatsuka, Masahiro
NEURAL INFORMATION PROCESSING, PT II, 2015, 9490 : 591 - 600
[24] Applications of self-organizing maps to a chemical analysis
Tokutaka, H
Fujimura, K
Iwamoto, K
Kishida, S
Yoshihara, K
PROGRESS IN CONNECTIONIST-BASED INFORMATION SYSTEMS, VOLS 1 AND 2, 1998, : 1318 - 1321
[25] Application of self-organizing maps to chemical analysis
Tokutaka, H
Yoshihara, K
Fujimura, K
Obu-Cann, K
Iwamoto, K
APPLIED SURFACE SCIENCE, 1999, 144-45 : 59 - 63
[26] Catchment classification by runoff behaviour with self-organizing maps (SOM)
Ley, R.
Casper, M. C.
Hellebrand, H.
Merz, R.
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2011, 15 (09) : 2947 - 2962
[27] SOM of SOMs: Self-organizing map which maps a group of self-organizing maps
Furukawa, T
ARTIFICIAL NEURAL NETWORKS: BIOLOGICAL INSPIRATIONS - ICANN 2005, PT 1, PROCEEDINGS, 2005, 3696 : 391 - 396
[28] Catchment classification by runoff behaviour with self-organizing maps (SOM)
Ley, R.
Casper, M.C.
Hellebrand, H.
Merz, R.
Hydrology and Earth System Sciences, 2011, 15 (09): : 2947 - 2962
[29] Analysis of Air Pollution in Vertical Profile Using Self-Organizing Maps
Strbova, Kristina
Strba, Radoslav
Raclavska, Helena
Bilek, Jiri
PROCEEDINGS OF THE THIRD INTERNATIONAL AFRO-EUROPEAN CONFERENCE FOR INDUSTRIAL ADVANCEMENT-AECIA 2016, 2018, 565 : 159 - 168
[30] THE SELF-ORGANIZING FEATURE MAPS
KOHONEN, T
MAKISARA, K
PHYSICA SCRIPTA, 1989, 39 (01): : 168 - 172

← 1 2 3 4 5 →