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MA
2010
Springer
93views Communications» more  MA 2010»
13 years 2 months ago
Robustness of reweighted Least Squares Kernel Based Regression
Michiel Debruyne, Andreas Christmann, Mia Hubert, ...
MA
2010
Springer
86views Communications» more  MA 2010»
13 years 6 months ago
Tests for multiple regression based on simplicial depth
A general approach for developing distribution free tests for general linear models based on simplicial depth is applied to multiple regression. The tests are based on the asympto...
Robin Wellmann, Christine H. Müller
JMLR
2006
87views more  JMLR 2006»
13 years 8 months ago
Second Order Cone Programming Approaches for Handling Missing and Uncertain Data
We propose a novel second order cone programming formulation for designing robust classifiers which can handle uncertainty in observations. Similar formulations are also derived f...
Pannagadatta K. Shivaswamy, Chiranjib Bhattacharyy...
KDD
2007
ACM
209views Data Mining» more  KDD 2007»
14 years 8 months ago
Temporal causal modeling with graphical granger methods
The need for mining causality, beyond mere statistical correlations, for real world problems has been recognized widely. Many of these applications naturally involve temporal data...
Andrew Arnold, Yan Liu, Naoki Abe