Finding the optimal number of features based on mutual information

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

5 Citaten (Scopus)
1 Downloads (Pure)

Samenvatting

For high dimensional data analytics, feature selection is an indispensable preprocessing step to reduce dimensionality and keep the simplicity and interpretability of models. This is particularly important for fuzzy modeling since fuzzy models are widely recognized for their transparency and interpretability. Despite the substantial work on feature selection, there is little research on determining the optimal number of features for a task. In this paper, we propose a method to help find the optimal number of feature effectively based on mutual information.

Originele taal-2Engels
TitelAdvances in Fuzzy Logic and Technology 2017 - Proceedings of
SubtitelEUSFLAT-2017 – The 10th Conference of the European Society for Fuzzy Logic and Technology, IWIFSGN’2017 – The 16th International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets
UitgeverijSpringer
Pagina's477-486
Aantal pagina's10
Volume641
ISBN van geprinte versie9783319668291
DOI's
StatusGepubliceerd - 2018
Evenement10th Conference of the European Society for Fuzzy Logic and Technology, (EUSFLAT 2017) and 16th International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets, IWIFSGN 2017, 11-15 September 2017, Warsaw, Poland - Warsaw, Polen
Duur: 11 sep 201715 sep 2017
http://www.eusflat2017.ibspan.waw.pl/

Publicatie series

NaamAdvances in Intelligent Systems and Computing
Volume641
ISSN van geprinte versie2194-5357

Congres

Congres10th Conference of the European Society for Fuzzy Logic and Technology, (EUSFLAT 2017) and 16th International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets, IWIFSGN 2017, 11-15 September 2017, Warsaw, Poland
Verkorte titelEUSFLAT2017
LandPolen
StadWarsaw
Periode11/09/1715/09/17
Internet adres

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  • Citeer dit

    Chen, P., Wilbik, A., van Loon, S., Boer, A-K., & Kaymak, U. (2018). Finding the optimal number of features based on mutual information. In Advances in Fuzzy Logic and Technology 2017 - Proceedings of: EUSFLAT-2017 – The 10th Conference of the European Society for Fuzzy Logic and Technology, IWIFSGN’2017 – The 16th International Workshop on Intuitionistic Fuzzy Sets and Generalized Nets (Vol. 641, blz. 477-486). (Advances in Intelligent Systems and Computing; Vol. 641). Springer. https://doi.org/10.1007/978-3-319-66830-7_43