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COMPGEOM
2005
ACM
14 years 1 days ago
Provable dimension detection using principal component analysis
Siu-Wing Cheng, Yajun Wang, Zhuangzhi Wu
NIPS
2008
13 years 11 months ago
Supervised Exponential Family Principal Component Analysis via Convex Optimization
Recently, supervised dimensionality reduction has been gaining attention, owing to the realization that data labels are often available and indicate important underlying structure...
Yuhong Guo
UAI
2008
13 years 11 months ago
Discovering Cyclic Causal Models by Independent Components Analysis
We generalize Shimizu et al's (2006) ICA-based approach for discovering linear non-Gaussian acyclic (LiNGAM) Structural Equation Models (SEMs) from causally sufficient, conti...
Gustavo Lacerda, Peter Spirtes, Joseph Ramsey, Pat...
DAGSTUHL
2006
13 years 11 months ago
Greedy Kernel Principal Component Analysis
Vojtech Franc, Václav Hlavác