A Genetic Programming Approach for Driving Score Calculation in the Context of Intelligent Transportation Systems
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @Article{Lopez:2018:ieeeSensors,
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author = "Jesus R. Lopez and Luis C. Gonzalez and
Johan Wahlstrom and Manuel {Montes y Gomez} and
Leonardo Trujillo and Graciela Ramirez-Alonso",
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title = "A Genetic Programming Approach for Driving Score
Calculation in the Context of Intelligent
Transportation Systems",
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journal = "IEEE Sensors Journal",
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year = "2018",
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volume = "18",
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number = "17",
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pages = "7183--7192",
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month = "1 " # sep,
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keywords = "genetic algorithms, genetic programming, Risky
driving, driving profile, driving performance,
intelligent transportation systems",
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ISSN = "1530-437X",
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DOI = "doi:10.1109/JSEN.2018.2856112",
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size = "10 pages",
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abstract = "According to the World Health Organization, recent
years have seen a dramatic increase in the number of
car accidents worldwide. In an attempt to ameliorate
this situation, the automotive and telematics industry
has tried to develop technology that can help the
drivers make better and safer decisions. One approach
is to develop systems that give feedback to the driver
by means of a driving score, so that the driver can
analyse his driving habits. By considering sensing
platforms embedded into either vehicles or
smart-phones, this paper models the driving score
calculation task as a regression problem. Accordingly,
we propose novel scoring functions that are generated
through a metaheuristic for automatic program induction
called genetic programming (GP). In addition to our
proposal, we evaluate six other computational methods,
three of which are based on works reported in the
literature. Results show that the functions generated
by the GP clearly outperform all studied competitors.
Moreover...",
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notes = "also known as \cite{8410904}",
- }
Genetic Programming entries for
Jesus Roberto Lopez Santillan
Luis Carlos Gonzalez Gurrola
Johan Wahlstrom
Manuel Montes-y-Gomez
Leonardo Trujillo
Graciela Maria de Jesus Ramirez Alonso
Citations