A Rapid Soft Computing Approach to Dimensionality Reduction in Model Construction

Show simple item record

dc.contributor.author Niskanen, Vesa A.
dc.contributor.editor Kacprzyk, J
dc.contributor.editor Kreinovich, V.
dc.date.accessioned 2020-01-27T12:03:01Z
dc.date.available 2020-01-27T12:03:01Z
dc.date.issued 2017
dc.identifier.citation Niskanen , V A 2017 , A Rapid Soft Computing Approach to Dimensionality Reduction in Model Construction . in J Kacprzyk & V Kreinovich (eds) , Uncertainty Modeling : Dedicated to Professor Boris Kovalerchuk on his Anniversary . Studies in Computational Intelligence , vol. 683 , Springer-Verlag , Cham , pp. 169-191 . https://doi.org/10.1007/978-3-319-51052-1_12
dc.identifier.other PURE: 58197420
dc.identifier.other PURE UUID: c3d18d31-7b97-4a3d-a5a9-046c35428a23
dc.identifier.other Scopus: 85012079841
dc.identifier.other WOS: 000416554900013
dc.identifier.uri http://hdl.handle.net/10138/310422
dc.description.abstract A rapid soft computing method for dimensionality reduction of data sets is presented. Traditional approaches usually base on factor or principal component analysis. Our method applies fuzzy cluster analysis and approximate reasoning instead, and thus it is also viable to nonparametric and nonlinear models. Comparisons are drawn between the methods with two empiric data sets. en
dc.format.extent 22
dc.language.iso eng
dc.publisher Springer-Verlag
dc.relation.ispartof Uncertainty Modeling
dc.relation.ispartofseries Studies in Computational Intelligence
dc.relation.isversionof 978-3-319-51051-4
dc.relation.isversionof 978-3-319-51052-1
dc.rights unspecified
dc.rights.uri info:eu-repo/semantics/openAccess
dc.subject 113 Computer and information sciences
dc.subject 112 Statistics and probability
dc.subject Dimension reduction
dc.subject Factor analysis
dc.subject Principal component analysis
dc.subject Fuzzy cluster anal ysis
dc.subject Fuzzy reasoning
dc.title A Rapid Soft Computing Approach to Dimensionality Reduction in Model Construction en
dc.type Chapter
dc.contributor.organization Department of Economics and Management
dc.description.reviewstatus Peer reviewed
dc.relation.doi https://doi.org/10.1007/978-3-319-51052-1_12
dc.relation.issn 1860-949X
dc.rights.accesslevel openAccess
dc.type.version acceptedVersion

Files in this item

Total number of downloads: Loading...

Files Size Format View
Borisbook_Niskanen15.pdf 514.1Kb PDF View/Open

This item appears in the following Collection(s)

Show simple item record