On the interaction between feature selection and parameter determination in fuzzy modelling

Peipei Chen, Caro Fuchs, Anna Wilbik, Tak Ming Chan, Saskia van Loon, Arjen Kars Boer, Xudong Lu, Volkher Scharnhorst, Uzay Kaymak

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

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Nowadays the amount of data that is collected in various settings is growing rapidly. These elaborate data records enable the training of machine learning models that can be used to extract insights and for making better informed decisions. When doing the data mining task, on one hand, feature selection is often used to reduce the dimensionality of the data. On the other hand, we need to decide the structure (parameters) of the model when building the model. However, feature selection and the parameters of the model may interact and affect the performance of the model. Therefore, it is difficult to decide the optimal parameter and the optimal feature subset without an exhaustive search of all the combination of the parameters and the feature subsets which is time-consuming. In this paper, we study how the interaction between feature selection and the parameters of a model affect the performance of the model through experiments on four data sets.

Originele taal-2Engels
TitelInformation Processing and Management of Uncertainty in Knowledge-Based Systems. Applications - 17th International Conference, IPMU 2018, Proceedings
Subtitel17th International Conference, IPMU 2018, Cádiz, Spain, June 11-15, 2018, Proceedings, Part III
RedacteurenJ. Medina, I. Perfilieva, R.R. Yager
Plaats van productieDordrecht
UitgeverijSpringer
Pagina's150-161
Aantal pagina's12
ISBN van elektronische versie978-3-319-91479-4
ISBN van geprinte versie978-3-319-91478-7
DOI's
StatusGepubliceerd - 1 jan 2018
Evenement17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018) - Cadiz, Spanje
Duur: 11 jun 201815 jun 2018
Congresnummer: 17

Publicatie series

NaamCommunications in Computer and Information Science
Volume855
ISSN van geprinte versie1865-0929

Congres

Congres17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2018)
Verkorte titelIPMU 2018
LandSpanje
StadCadiz
Periode11/06/1815/06/18

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