Necessary and sufficient conditions for high-dimensional salient feature subset recovery

We consider recovering the salient feature subset for distinguishing between two probability models from i.i.d. samples. Identifying the salient set improves discrimination performance and reduces complexity. The focus in this work is on the high-dimensional regime where the number of variables d, t...

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Bibliographic Details
Main Authors: Tan, Vincent Yan Fu, Johnson, Matthew James, Willsky, Alan S.
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:en_US
Published: Institute of Electrical and Electronics Engineers (IEEE) 2012
Online Access:http://hdl.handle.net/1721.1/73588
https://orcid.org/0000-0003-0149-5888