Ensemble Phased Genetic Programming for Roundabout Turn Restriction Prediction

Created by W.Langdon from gp-bibliography.bib Revision:1.8506

@InProceedings{chitty:2025:GECCO,

• author = "Darren Chitty and Ayah Helal and Sareh Rowlands and Craig Willis and Christopher Underwood and Ed Keedwell",
• title = "Ensemble Phased Genetic Programming for Roundabout Turn Restriction Prediction",
• booktitle = "Proceedings of the 2025 Genetic and Evolutionary Computation Conference",
• year = "2025",
• editor = "Roman Kalkreuth and Alexander Brownlee",
• pages = "1345--1353",
• address = "Malaga, Spain",
• series = "GECCO '25",
• month = "14-18 " # jul,
• organisation = "SIGEVO",
• publisher = "Association for Computing Machinery",
• publisher_address = "New York, NY, USA",
• keywords = "genetic algorithms, genetic programming, Real World Applications, GIS",
• isbn13 = "979-8-4007-1465-8",
• URL = "https://doi.org/10.1145/3712256.3726424",
• DOI = "doi:10.1145/3712256.3726424",
• size = "9 pages",
• abstract = "Ensemble methods are among the best performing in the machine learning literature, often outperforming single methods in training accuracy and the prevention of overfitting. This work builds on the previously successful phased genetic programming (GP) approach to build ensembles of GP trees to create ensemble phased GP (EPGP). The method is tested in a real-world transportation modelling problem, the roundabout (traffic circle, rotary) turn restriction problem using data from OpenStreetMap, an important and time-consuming element of the traffic modelling process. EPGP is compared with standard and phased GP formulations and representative algorithms from the machine learning literature and is found to outperform them on this task.",
• notes = "GECCO-2025 RWA A Recombination of the 34th International Conference on Genetic Algorithms (ICGA) and the 30th Annual Genetic Programming Conference (GP)",

}

Genetic Programming entries for Darren M Chitty Ayah Helal Sareh Rowlands Craig Willis Christopher Underwood Ed Keedwell

Citations