Two new papers: ICA and Boosting
Trevor Hastie
hastie at stanford.edu
Wed Aug 7 13:02:15 EDT 2002
The following two papers have been posted to my web page at
http://www-stat.stanford.edu/~hastie/Papers/
a.. Trevor Hastie and Robert Tibshirani. Independent Component Analysis
through Product Density Estimation (ps file). A direct statistical
approach to ICA, using an attractive spline representation to model each
of the marginal densities.
b.. Saharon Rosset, Ji Zhu and Trevor Hastie. Boosting as a Regularized
Path to a Maximum Margin Classifier (ps file). We show that a version of
boosting fits a model by optimizing a L1-penalized loss function. This
in turn shows that the corresponding versions of Adaboost and Logitboost
converge to an "L1" optimal separating hyperplane.
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Trevor Hastie hastie at stanford.edu
Professor, Department of Statistics, Stanford University
Phone: (650) 725-2231 (Statistics) Fax: (650) 725-8977
(650) 498-5233 (Biostatistics) Fax: (650) 725-6951
URL: http://www-stat.stanford.edu/~hastie
address: room 104, Department of Statistics, Sequoia Hall
390 Serra Mall, Stanford University, CA 94305-4065
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