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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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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. |
format | Online Article Text |
id | pubmed-8720837 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT munkmichal methodologyofstakeholdersbehaviourmodellingbasedontime AT pilkovaanna methodologyofstakeholdersbehaviourmodellingbasedontime AT benkolubomir methodologyofstakeholdersbehaviourmodellingbasedontime AT blazekovapetra methodologyofstakeholdersbehaviourmodellingbasedontime AT svecpeter methodologyofstakeholdersbehaviourmodellingbasedontime |