Human Activity Recognition Using Parallel Cartesian Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{Silva:2021:CEC,

• author = "Bruno M. P. Silva and Heder S. Bernardino and Helio J. C. Barbosa",
• booktitle = "2021 IEEE Congress on Evolutionary Computation (CEC)",
• title = "Human Activity Recognition Using Parallel Cartesian Genetic Programming",
• year = "2021",
• editor = "Yew-Soon Ong",
• pages = "474--481",
• address = "Krakow, Poland",
• month = "28 " # jun # "-1 " # jul,
• isbn13 = "978-1-7281-8393-0",
• abstract = "Human activity recognition (HAR) is applicable to a wide range of real-life situations. While machine learning algorithms can be applied for solving this problem, difficulties remain, such as handling a large amount of data available for training and selecting the most appropriate features. Hence, the advent of methods to reduce these issues and improve the currently available algorithms is relevant. Thus, we propose here the application of Cartesian Genetic Programming of Artificial Neural Networks (CGPANN) for training models for HAR. As the computational cost is a relevant issue in this context, high-performance computing strategies in graphic processing units (GPU) are proposed for CGPANN. Two computational experiments are executed and the results show a decrease in computational time spent with the usage of different data structures for the parallel CGPANN on the GPU. Moreover, the CGPANN models for HAR are promising when compared to results from the literature.",
• keywords = "genetic algorithms, genetic programming, Cartesian Genetic Programming, Training, Machine learning algorithms, Computational modeling, Graphics processing units, Evolutionary computation, Artificial neural networks, Activity Recognition, Machine Learning, Parallel Computing, GPU",
• DOI = "doi:10.1109/CEC45853.2021.9504793",
• notes = "Also known as \cite{9504793}",

}

Genetic Programming entries for Bruno Marcos Pinheiro da Silva Heder Soares Bernardino Helio J C Barbosa

Citations