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» The Practice of Cluster Analysis
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ICML
2004
IEEE
16 years 5 months ago
Automated hierarchical mixtures of probabilistic principal component analyzers
Many clustering algorithms fail when dealing with high dimensional data. Principal component analysis (PCA) is a popular dimensionality reduction algorithm. However, it assumes a ...
Ting Su, Jennifer G. Dy
CSB
2004
IEEE
173views Bioinformatics» more  CSB 2004»
15 years 8 months ago
Gene Ontology Friendly Biclustering of Expression Profiles
The soundness of clustering in the analysis of gene expression profiles and gene function prediction is based on the hypothesis that genes with similar expression profiles may imp...
Jinze Liu, Wei Wang 0010, Jiong Yang
CIBB
2008
15 years 6 months ago
Unsupervised Stability-Based Ensembles to Discover Reliable Structures in Complex Bio-molecular Data
The assessment of the reliability of clusters discovered in bio-molecular data is a central issue in several bioinformatics problems. Several methods based on the concept of stabil...
Alberto Bertoni, Giorgio Valentini
ISSRE
2003
IEEE
15 years 9 months ago
Early Warning of Failures through Alarm Analysis - A Case Study in Telecom Voice Mail Systems
-- This paper presents three principles for alarm analysis to develop early warnings of failure. The concepts are illustrated with real data and experience drawn from Comverse Voic...
Dorron Levy, Ram Chillarege
CLUSTER
2002
IEEE
15 years 4 months ago
ZENTURIO: An Experiment Management System for Cluster and Grid Computing
The need to conduct and manage large sets of experiments for scientific applications dramatically increased over the last decade. However, there is still very little tool support ...
Radu Prodan, Thomas Fahringer