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dc.contributor.authorTino, P.
dc.contributor.authorNabney, I.
dc.contributor.authorSun, Yi.
dc.date.accessioned2007-10-03T14:38:45Z
dc.date.available2007-10-03T14:38:45Z
dc.date.issued2001
dc.identifier.citationTino , P , Nabney , I & Sun , Y 2001 , ' Using directional curvatures to visualize folding patterns of the GTM projection manifolds ' , Lecture Notes in Computer Science , vol. 2130 , pp. 421-428 . https://doi.org/10.1007/3-540-44668-0_59
dc.identifier.issn0302-9743
dc.identifier.otherPURE: 185224
dc.identifier.otherPURE UUID: b7767bdc-ea5a-4d08-9d21-5ff9c55bcd67
dc.identifier.otherdspace: 2299/837
dc.identifier.otherScopus: 84958980948
dc.identifier.urihttp://hdl.handle.net/2299/837
dc.descriptionPaper presented at ICANN 2001: Procs of the Int Conf on Artificial Neural Networks
dc.description.abstractIn data visualization, characterizing local geometric properties of non-linear projection manifolds provides the user with valuable additional information that can influence further steps in the data analysis. We take advantage of the smooth character of GTM projection manifold and analytically calculate its local directional curvatures. Curvature plots are useful for detecting regions where geometry is distorted, for changing the amount of regularization in non-linear projection manifolds, and for choosing regions of interest when constructing detailed lower-level visualization plots.en
dc.language.isoeng
dc.relation.ispartofLecture Notes in Computer Science
dc.titleUsing directional curvatures to visualize folding patterns of the GTM projection manifoldsen
dc.contributor.institutionCentre for Computer Science and Informatics Research
dc.contributor.institutionDepartment of Computer Science
dc.contributor.institutionSchool of Engineering and Computer Science
dc.description.statusPeer reviewed
rioxxterms.versionofrecordhttps://doi.org/10.1007/3-540-44668-0_59
rioxxterms.typeJournal Article/Review
herts.preservation.rarelyaccessedtrue


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