IEEE - Institute of Electrical and Electronics Engineers, Inc. - Deep unsupervised learning of a topological map of vehicle maneuvers for characterizing driving styles

2018 IEEE International Conference on Intelligent Transportation Systems (ITSC)

Author(s): Osamu Shouno
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 November 2018
Conference Location: Maui, HI, USA, USA
Conference Date: 4 November 2018
Page(s): 2,917 - 2,922
ISBN (Electronic): 978-1-7281-0323-5
ISBN (USB): 978-1-7281-0322-8
ISBN (Paper): 978-1-7281-0321-1
ISSN (Electronic): 2153-0017
DOI: 10.1109/ITSC.2018.8569331
Regular:

In this paper we propose a deep learning approach to analyzing driving styles from multivariate timeseries of driving behaviors, a deep topological map of vehicle maneuvers. Our neural network... View More

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