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Beyond relevance in marketplace search

Published: 24 October 2011 Publication History

Abstract

In this paper we study diversity and its relations to search relevance in the context of an online marketplace. We conduct a large-scale log-based study using click-stream data from a leading eCommerce site. We introduce 3 main metrics -- selection (diversity), trust, and value. In our analysis we also show how these interact with relevance in different ways. We study the benefits of diversity and also show why guaranteeing diversity is important.

References

[1]
Vee, E., Srivastava, U., Shanmugasundaram, J., Bhat, P., Yahia, S.A. Efficient Computation of Diverse Query Results. ICDE (2008), 228--236.
[2]
Agarwal, R., Gollapudi S., Halverson A., Ieong S. Diversifying Search Results. WSDM (2009). 5--14.
[3]
Parikh N., Sundaresan N. Inferring Semantic Query Relations from Collective User Behavior. CIKM (2008), 349--358.
[4]
Carbonell J., Goldstein J. The use of MMR, Diversity-Based Re-ranking for Reordering Documents and Producing Summaries. SIGIR (1998), 335--336.
[5]
Parikh N., Sundaresan N. A User-Tunable Approach to Marketplace Search. WWW (Companion Volume) 2011. 245--248.

Cited By

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  • (2024)JDivPS: A Diversified Product Search DatasetProceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3626772.3657888(1152-1161)Online publication date: 10-Jul-2024
  • (2022)A multi-representation re-ranking model for Personalized Product SearchInformation Fusion10.1016/j.inffus.2021.11.01081:C(240-249)Online publication date: 1-May-2022
  • (2021)Personalized, Sequential, Attentive, Metric-Aware Product SearchACM Transactions on Information Systems10.1145/347333740:2(1-29)Online publication date: 24-Nov-2021
  • Show More Cited By

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cover image ACM Conferences
CIKM '11: Proceedings of the 20th ACM international conference on Information and knowledge management
October 2011
2712 pages
ISBN:9781450307178
DOI:10.1145/2063576
Permission to make digital or hard copies of all or part 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 components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 24 October 2011

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Author Tags

  1. diversity
  2. ecommerce
  3. search
  4. selection
  5. trust
  6. value

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CIKM '11
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Overall Acceptance Rate 1,861 of 8,427 submissions, 22%

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Cited By

View all
  • (2024)JDivPS: A Diversified Product Search DatasetProceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3626772.3657888(1152-1161)Online publication date: 10-Jul-2024
  • (2022)A multi-representation re-ranking model for Personalized Product SearchInformation Fusion10.1016/j.inffus.2021.11.01081:C(240-249)Online publication date: 1-May-2022
  • (2021)Personalized, Sequential, Attentive, Metric-Aware Product SearchACM Transactions on Information Systems10.1145/347333740:2(1-29)Online publication date: 24-Nov-2021
  • (2021)Learning a Fine-Grained Review-based Transformer Model for Personalized Product SearchProceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3404835.3462911(123-132)Online publication date: 11-Jul-2021
  • (2020)End-to-End Deep Attentive Personalized Item Retrieval for Online Content-sharing PlatformsProceedings of The Web Conference 202010.1145/3366423.3380051(2870-2877)Online publication date: 20-Apr-2020
  • (2020)Language-Agnostic Representation Learning for Product Search on E-Commerce PlatformsProceedings of the 13th International Conference on Web Search and Data Mining10.1145/3336191.3371852(7-15)Online publication date: 20-Jan-2020
  • (2019)Conversational Product Search Based on Negative FeedbackProceedings of the 28th ACM International Conference on Information and Knowledge Management10.1145/3357384.3357939(359-368)Online publication date: 3-Nov-2019
  • (2019)Attentive Long Short-Term Preference Modeling for Personalized Product SearchACM Transactions on Information Systems10.1145/329582237:2(1-27)Online publication date: 11-Jan-2019
  • (2014)E-commerce product searchProceedings of the 23rd International Conference on World Wide Web10.1145/2567948.2577272(189-190)Online publication date: 7-Apr-2014

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