A Genetic Programming Approach for Driving Score Calculation in the Context of Intelligent Transportation Systems

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@Article{Lopez:2018:ieeeSensors,

• author = "Jesus R. Lopez and Luis C. Gonzalez and Johan Wahlstrom and Manuel {Montes y Gomez} and Leonardo Trujillo and Graciela Ramirez-Alonso",
• title = "A Genetic Programming Approach for Driving Score Calculation in the Context of Intelligent Transportation Systems",
• journal = "IEEE Sensors Journal",
• year = "2018",
• volume = "18",
• number = "17",
• pages = "7183--7192",
• month = "1 " # sep,
• keywords = "genetic algorithms, genetic programming, Risky driving, driving profile, driving performance, intelligent transportation systems",
• ISSN = "1530-437X",
• DOI = "doi:10.1109/JSEN.2018.2856112",
• size = "10 pages",
• 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...",
• 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