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Activity Number: 10
Type: Invited
Date/Time: Sunday, August 2, 2009 : 2:00 PM to 3:50 PM
Sponsor: IMS
Abstract - #302976
Title: Nonparametric Estimation and Survey Design for Preference Data
Author(s): Guy Lebanon*+
Companies: Georgia Institute of Technology
Address: , Atlanta, GA, 30306,
Keywords:
Abstract:

Statistical models on full and partial rankings of n items are often of limited practical use for large n due to computational consideration. We explore the use of nonparametric models for partially ranked data and derive computationally efficient procedures for their use for large n. The derivations are largely possible through combinatorial and algebraic manipulations based on the lattice of partial rankings. A bias-variance analysis and an experimental study demonstrate the applicability of the proposed method. We conclude with an application of the statistical analysis to the survey design problem in the context of preference data.


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