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» Data Clustering: A Review
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EDBT
2006
ACM
116views Database» more  EDBT 2006»
16 years 7 months ago
VICO: Visualizing Connected Object Orderings
In modern databases, complex objects like multimedia data, proteins or text objects can be modeled in a variety of representations and can be decomposed into multiple instances of ...
Stefan Brecheisen, Hans-Peter Kriegel, Matthias Sc...
NIPS
2001
15 years 8 months ago
Agglomerative Multivariate Information Bottleneck
The Information bottleneck method is an unsupervised non-parametric data organization technique. Given a joint distribution
Noam Slonim, Nir Friedman, Naftali Tishby
AUSDM
2007
Springer
107views Data Mining» more  AUSDM 2007»
16 years 1 months ago
A Discriminant Analysis for Undersampled Data
One of the inherent problems in pattern recognition is the undersampled data problem, also known as the curse of dimensionality reduction. In this paper a new algorithm called pai...
Matthew Robards, Junbin Gao, Philip Charlton
162
Voted
IV
2000
IEEE
112views Visualization» more  IV 2000»
15 years 10 months ago
Sonification of Remote Sensing Data: Initial Experiment
We are generating music from a particular view of a multi-dimensional geographic information system (GIS) data set to alert a viewer to the existence of hidden clusters of data po...
Frances L. Van Scoy
ICDM
2006
IEEE
127views Data Mining» more  ICDM 2006»
16 years 26 days ago
The Relationships Among Various Nonnegative Matrix Factorization Methods for Clustering
The nonnegative matrix factorization (NMF) has been shown recently to be useful for clustering. Various extensions of NMF have also been proposed. In this paper we present an over...
Tao Li, Chris H. Q. Ding