Generating Models of Human Gait in Patients with Parkinson's Disease using Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8415

@InProceedings{Navikevicius:2024:CIBCB,

• author = "Tristan Navikevicius and Ligia Reis Nobrega and Sheridan Houghten and Adriano {de Oliveira Andrade} and Adriano Alves Pereira",
• title = "Generating Models of Human Gait in Patients with {Parkinson's} Disease using Genetic Programming",
• booktitle = "2024 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)",
• year = "2024",
• month = aug,
• keywords = "genetic algorithms, genetic programming, Legged locomotion, Accuracy, Computational modelling, Biological system modelling, Complexity theory, Bioinformatics, Computational intelligence, Diseases, Computational biology",
• ISSN = "2994-9408",
• DOI = "doi:10.1109/CIBCB58642.2024.10702158",
• abstract = "Parkinson's disease is an extremely debilitating condition where the brain is not producing enough dopamine to accurately coordinate movement. One symptom of Parkinson's disease, freezing of gait, prevents the affected person from either starting to walk or continuing walking. We use a dataset that provides time-series data of volunteers' gait while performing four different tasks of varying complexity. Symbolic regression through genetic programming is applied to the dataset to create models of the gait of volunteers with and without Parkinson's disease, including those who may be experiencing freezing of gait, while also factoring in their medication status (ON or OFF). Comparing the gait of volunteers in the different groups, the methodology produced models that were most accurate for the group of PD patients with freezing of gait when off their medication applied to other volunteers in the same group. It was also found that for some volunteers it was not possible to distinguish between ON and OFF medication states, providing a possible indication of issues with their medication.",
• notes = "Also known as \cite{10702158}",

}

Genetic Programming entries for Tristan Navikevicius Ligia Reis Nobrega Sheridan Houghten Adriano de Oliveira Andrade Adriano Alves Pereira

Citations