Analyzing consumer behavior using neural networks and grammatical evolution

Created by W.Langdon from gp-bibliography.bib Revision:1.9039

@InProceedings{Durcansky:2025:ECS,

• author = "Ales Durcansky and Kamil Stanek and Michal Jezek and Jiri Stastny",
• title = "Analyzing consumer behavior using neural networks and grammatical evolution",
• booktitle = "27th International Scientific Conference Economic Competitiveness and Sustainability",
• year = "2025",
• editor = "Petr David and Hana Vranova",
• pages = "51--59",
• address = "Brno, Czech Republic",
• month = "27-28 " # mar,
• publisher = "Mendel University in Brno",
• keywords = "genetic algorithms, genetic programming, grammatical evolution, Consumer Behaviour, survey analysis, classification, neural networks, MLP, ANN",
• isbn13 = "978-80-7701-047-4",
• URL = "https://doi.mendelu.cz/artkey/doi-990010-1400_27th-Annual-International-Conference-ECONOMIC-COMPETITIVENESS-AND-SUSTAINABILITY-2025.php?back=%2Fdoilist.php",
• URL = "https://www.fme.vutbr.cz/veda/publikace/detail/198812",
• URL = "https://doi.mendelu.cz/pdfs/doi/9900/10/1400.pdf",
• DOI = "10.11118/978-80-7701-047-4-0051",
• abstract = "In this contribution, we will present an approach to the automatic classification of customers based on their behaviour in the food market. The analysis is based on the data from a survey on meat product consumption in the Czech Republic. Classifiers were created to categorize customers into classes according to their habits of purchasing meat products, dividing the customers with respect to such characteristics as age or education. To accomplish this task some selected types of artificial neural networks (Multi-Layer Perceptron Neural Network, Kohonen Neural Network) were trained and also an approach based on grammatical evolution was used. These classifiers were compared with regard to their abilities to perform the given task. Also, the survey data pre-processing is described.",
• notes = "also known as \cite{BUT198812}",

}

Genetic Programming entries for Ales Durcansky Kamil Stanek Michal Jezek Jiri Stastny

Citations