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Methodology of stakeholders’ behaviour modelling based on time

The methods presented in this article were created to model and describe the behaviour of the web users of a bank institution web portal. The source dataset is represented by a log file of the commercial bank web server. The analysis is oriented on examining the behaviour of visitors over an extende...

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Autores principales: Munk, Michal, Pilkova, Anna, Benko, Lubomir, Blazekova, Petra, Svec, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8720837/
https://www.ncbi.nlm.nih.gov/pubmed/35004204
http://dx.doi.org/10.1016/j.mex.2021.101570
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author Munk, Michal
Pilkova, Anna
Benko, Lubomir
Blazekova, Petra
Svec, Peter
author_facet Munk, Michal
Pilkova, Anna
Benko, Lubomir
Blazekova, Petra
Svec, Peter
author_sort Munk, Michal
collection PubMed
description The methods presented in this article were created to model and describe the behaviour of the web users of a bank institution web portal. The source dataset is represented by a log file of the commercial bank web server. The analysis is oriented on examining the behaviour of visitors over an extended period (2009-2012). The years 2009-2010 represent the years of the financial crisis, and the years 2011-2012 represent the years after the financial crisis. The following method describes the sequence of steps necessary to pre-process the raw log file and model the web user behaviour using the multinomial logit model. The introduced methods can be used also for other domains in the case of appropriate data preparation. • Data preparation- data cleaning, user/session identification, path completion, variables determination; • Data analysis- model definition, parameters estimation, logits estimation, probabilities estimation; • Results evaluation- comparison of empirical and theoretical values in term of counts, probabilities and logits.
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spelling pubmed-87208372022-01-07 Methodology of stakeholders’ behaviour modelling based on time Munk, Michal Pilkova, Anna Benko, Lubomir Blazekova, Petra Svec, Peter MethodsX Method Article The methods presented in this article were created to model and describe the behaviour of the web users of a bank institution web portal. The source dataset is represented by a log file of the commercial bank web server. The analysis is oriented on examining the behaviour of visitors over an extended period (2009-2012). The years 2009-2010 represent the years of the financial crisis, and the years 2011-2012 represent the years after the financial crisis. The following method describes the sequence of steps necessary to pre-process the raw log file and model the web user behaviour using the multinomial logit model. The introduced methods can be used also for other domains in the case of appropriate data preparation. • Data preparation- data cleaning, user/session identification, path completion, variables determination; • Data analysis- model definition, parameters estimation, logits estimation, probabilities estimation; • Results evaluation- comparison of empirical and theoretical values in term of counts, probabilities and logits. Elsevier 2021-11-02 /pmc/articles/PMC8720837/ /pubmed/35004204 http://dx.doi.org/10.1016/j.mex.2021.101570 Text en © 2021 The Authors. Published by Elsevier B.V. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Method Article
Munk, Michal
Pilkova, Anna
Benko, Lubomir
Blazekova, Petra
Svec, Peter
Methodology of stakeholders’ behaviour modelling based on time
title Methodology of stakeholders’ behaviour modelling based on time
title_full Methodology of stakeholders’ behaviour modelling based on time
title_fullStr Methodology of stakeholders’ behaviour modelling based on time
title_full_unstemmed Methodology of stakeholders’ behaviour modelling based on time
title_short Methodology of stakeholders’ behaviour modelling based on time
title_sort methodology of stakeholders’ behaviour modelling based on time
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8720837/
https://www.ncbi.nlm.nih.gov/pubmed/35004204
http://dx.doi.org/10.1016/j.mex.2021.101570
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