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Validation of Voting Committees

Bax, Eric (1998) Validation of Voting Committees. Neural Computation, 10 (4). pp. 975-986. ISSN 0899-7667. http://resolver.caltech.edu/CaltechAUTHORS:20090918-132020441

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Abstract

This article contains a method to bound the test errors of voting committees with members chosen from a pool of trained classifiers. There are so many prospective committees that validating them directly does not achieve useful error bounds. Because there are fewer classifiers than prospective committees, it is better to validate the classifiers individually than use linear programming to infer committee error bounds. We test the method using credit card data. Also, we extend the method to infer bounds for classifiers in general.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1162/089976698300017584DOIUNSPECIFIED
http://www.mitpressjournals.org/doi/abs/10.1162/089976698300017584PublisherUNSPECIFIED
Additional Information:© 1998 The MIT Press. Received January 27, 1997; accepted August 19, 1997. Thanks to Joel Franklin for advice, teaching, and encouragement. Thanks to Yaser Abu-Mostafa for teaching, and to Amir Atiya, Zehra Cataltepe, Malik Magdon-Ismail, Alexander Nicholson, Sam Roweis, Joseph Sill, and Xubo Song for useful pointers and discussions.
Record Number:CaltechAUTHORS:20090918-132020441
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20090918-132020441
Official Citation:Validation of Voting Committees Eric Bax Neural Computation 1998 10:4, 975-986
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:15978
Collection:CaltechAUTHORS
Deposited By: George Porter
Deposited On:22 Sep 2009 17:45
Last Modified:26 Dec 2012 11:24

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