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  • INFORMATIK - Jahrestagung der Gesellschaft für Informatik e.V.
  • P232 - INFORMATIK 2014
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Location based learning of user behavior for proactive recommender systems in car comfort functions

Author:
Stone, Thomas [DBLP] ;
Birth, Olga [DBLP] ;
Gensler, André [DBLP] ;
Huber, Andreas [DBLP] ;
Jänicke, Martin [DBLP] ;
Sick, Bernhard [DBLP]
Abstract
In-car comfort functions decrease driving stress and therefore increase safety. Drivers typically do not use all available comfort functions optimally, if at all, in every situation they would offer a substantial increase in comfort. Automating such functions as proactive recommender systems would exploit the full potential for decreasing driver stress. Because comfort functions are highly dependent on the driver's habits, learning the individual user behavior is necessary. We propose a probabilistic method for modelling and predicting location dependent user behavior of comfort function activations. The model applies second-order uncertainty to evaluate the certainty about inferred parameter values and it deals with novelty and decaying observations explicitly. The results of this study show that the use of probabilistic models for learning location based user behavior in car comfort functions is a promising technique and gives reason to further investigate this area of studies.
  • Citation
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Stone, T., Birth, O., Gensler, A., Huber, A., Jänicke, M. & Sick, B., (2014). Location based learning of user behavior for proactive recommender systems in car comfort functions. In: Plödereder, E., Grunske, L., Schneider, E. & Ull, D. (Hrsg.), Informatik 2014. Bonn: Gesellschaft für Informatik e.V.. (S. 2121-2132).
@inproceedings{mci/Stone2014,
author = {Stone, Thomas AND Birth, Olga AND Gensler, André AND Huber, Andreas AND Jänicke, Martin AND Sick, Bernhard},
title = {Location based learning of user behavior for proactive recommender systems in car comfort functions},
booktitle = {Informatik 2014},
year = {2014},
editor = {Plödereder, E. AND Grunske, L. AND Schneider, E. AND Ull, D.} ,
pages = { 2121-2132 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
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More Info

ISBN: 978-3-88579-626-8
ISSN: 1617-5468
xmlui.MetaDataDisplay.field.date: 2014
Language: en (en)
Content Type: Text/Conference Paper
Collections
  • P232 - INFORMATIK 2014 [297]

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Diese Digital Library basiert auf DSpace.

 

 


About uns | FAQ | Help | Imprint | Datenschutz

Gesellschaft für Informatik e.V. (GI), Kontakt: Geschäftsstelle der GI
Diese Digital Library basiert auf DSpace.