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Large-scale analytics of dynamics of choice among discrete alternatives

Published:22 May 2016Publication History

ABSTRACT

This talk will discuss the theory of discrete choice with a particular focus on aspects that are of interest to practitioners of large-scale data mining and analysis. We'll look at some example types of choice problems, including geographic choice as in restaurant selection, repeated sequential choice as in music listening, and the induction of nested models of choice.

References

  1. A. Anderson, R. Kumar, A. Tomkins, and S. Vassilvitskii. The dynamics of repeat consumption. In WWW 2014, pages 419--430. Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. A. R. Benson, R. Kumar, and A. Tomkins. On the relevance of irrelevant alternatives. In WWW 2015. Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. R. A. Bradley and M. E. Terry. Rank analysis of incomplete block designs: I. the method of paired comparisons. Biometrika, 39 (3/4)(324), 1952.Google ScholarGoogle Scholar
  4. R. Kumar, M. Mahdian, B. Pang, A. Tomkins, and S. Vassilvitskii. Driven by food: Modeling geographic choice. In WSDM 2015, pages 213--222. Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. R. D. Luce. Individual Choice Behavior a Theoretical Analysis. John Wiley and sons, 1959.Google ScholarGoogle Scholar

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  1. Large-scale analytics of dynamics of choice among discrete alternatives

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    • Published in

      cover image ACM Conferences
      WebSci '16: Proceedings of the 8th ACM Conference on Web Science
      May 2016
      392 pages
      ISBN:9781450342087
      DOI:10.1145/2908131

      Copyright © 2016 Owner/Author

      Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

      Publisher

      Association for Computing Machinery

      New York, NY, United States

      Publication History

      • Published: 22 May 2016

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      • invited-talk

      Acceptance Rates

      WebSci '16 Paper Acceptance Rate13of70submissions,19%Overall Acceptance Rate218of875submissions,25%

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      16th ACM Web Science Conference
      May 21 - 24, 2024
      Stuttgart , Germany

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