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• (author = "Verleysen, Michel")
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Quality assessment of dimensionality reduction: Rank-based criteria

Author(s) : Lee, John , Verleysen, Michel
Description : Dimensionality reduction aims at providing low-dimensional representations of high-dimensional data sets. Many new nonlinear methods have been proposed for the last years, yet the question of their assessment and comparison remains open. This paper first reviews some of the existing quality measures...
Repository : DIAL - Dépôt Institutionnel de l'Académie Louvain , View repository documents
Language(s) : English
Subject(s) : Dimensionality Reduction , Embedding , Quality Assessment , Co-ranking Matrix , Trustworthiness And Continuity , Intrusion And Extrusion Fractions
Publisher(s) : Amsterdam Elsevier Science Bv
Contributor(s) : UCL - FSA/ELEC - Département d'électricité
Source(s) :
Publication Date(s) : 2009-01-01