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» Classes and clusters in data analysis
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CORR
2007
Springer
198views Education» more  CORR 2007»
14 years 10 months ago
Clustering and Feature Selection using Sparse Principal Component Analysis
In this paper, we study the application of sparse principal component analysis (PCA) to clustering and feature selection problems. Sparse PCA seeks sparse factors, or linear combi...
Ronny Luss, Alexandre d'Aspremont
MSWIM
2006
ACM
15 years 3 months ago
Analysis of soft handover measurements in 3G network
A neural network based clustering method for the analysis of soft handovers in 3G network is introduced. The method is highly visual and it could be utilized in explorative analys...
Kimmo Raivio
ERCIMDL
2010
Springer
132views Education» more  ERCIMDL 2010»
14 years 10 months ago
A Visual Digital Library Approach for Time-Oriented Scientific Primary Data
Abstract. Digital Library support for textual and certain types of nontextual documents has significantly advanced over the last years. While Digital Library support implies many a...
Jürgen Bernard, Jan Brase, Dieter W. Fellner,...
ICPR
2006
IEEE
15 years 11 months ago
Hybrid Kernel Machine Ensemble for Imbalanced Data Sets
A two-class imbalanced data problem (IDP) emerges when the data from majority class are compactly clustered and the data from minority class are scattered. Though a discriminative...
Kap Luk Chan, Peng Li, Wen Fang
KDD
2010
ACM
242views Data Mining» more  KDD 2010»
14 years 12 months ago
A scalable two-stage approach for a class of dimensionality reduction techniques
Dimensionality reduction plays an important role in many data mining applications involving high-dimensional data. Many existing dimensionality reduction techniques can be formula...
Liang Sun, Betul Ceran, Jieping Ye