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» Sparse Subspace Clustering
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ICA
2007
Springer
14 years 12 days ago
Identifiability Conditions and Subspace Clustering in Sparse BSS
Pando G. Georgiev, Fabian J. Theis, Anca L. Ralesc...
ICDM
2009
IEEE
176views Data Mining» more  ICDM 2009»
13 years 4 months ago
SISC: A Text Classification Approach Using Semi Supervised Subspace Clustering
Text classification poses some specific challenges. One such challenge is its high dimensionality where each document (data point) contains only a small subset of them. In this pap...
Mohammad Salim Ahmed, Latifur Khan
ICA
2004
Springer
13 years 11 months ago
Soft-LOST: EM on a Mixture of Oriented Lines
Robust clustering of data into overlapping linear subspaces is a common problem. Here we consider one-dimensional subspaces that cross the origin. This problem arises in blind sour...
Paul D. O'Grady, Barak A. Pearlmutter
ICDM
2007
IEEE
159views Data Mining» more  ICDM 2007»
13 years 10 months ago
Spectral Regression: A Unified Approach for Sparse Subspace Learning
Recently the problem of dimensionality reduction (or, subspace learning) has received a lot of interests in many fields of information processing, including data mining, informati...
Deng Cai, Xiaofei He, Jiawei Han
PAKDD
2009
ACM
186views Data Mining» more  PAKDD 2009»
14 years 1 months ago
Pairwise Constrained Clustering for Sparse and High Dimensional Feature Spaces
Abstract. Clustering high dimensional data with sparse features is challenging because pairwise distances between data items are not informative in high dimensional space. To addre...
Su Yan, Hai Wang, Dongwon Lee, C. Lee Giles