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Abstract Details

Activity Number: 145
Type: Invited
Date/Time: Monday, July 30, 2012 : 10:30 AM to 12:20 PM
Sponsor: International Chinese Statistical Association
Abstract - #303795
Title: Factor Models in Web Applications
Author(s): Deepak Agarwal*+
Companies: Yahoo!
Address: 4044 Great America Parkway, Santa Clara, CA, 95054,
Keywords: factor models ; estimating interactions ; recommender problems
Abstract:

I will discuss a rich class of factor models for high dimensional and large scale statistical problems that arise in web applications like computational advertising and content recommendation. I will illustrate through data on various Yahoo! applications. Deploying such models entail several computational challenges, including scaling in a map-reduce framework. A detailed discussion of such computational issues will be provided. Some of the methods described are deployed at Yahoo! in various forms.


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