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Towards an open, collaborative REST API for recommender systems

Published: 27 September 2018 Publication History

Abstract

Recommender Systems aim to suggest relevant items to users, however, for this they need to properly obtain/serve different types of data from/to the users of such systems. In this work, we propose and show an example implementation for a common REST API focused on Recommender Systems. This API meets the most typical requirements faced by Recommender Systems practitioners while, at the same time, is open and flexible to be extended, based on the feedback from the community. We also present a Web client that demonstrates the functionalities of the proposed API.

References

[1]
Marco de Gemmis, Pasquale Lops, Cataldo Musto, Fedelucio Narducci, and Giovanni Semeraro. 2015. Semantics-Aware Content-Based Recommender Systems. In Recommender Systems Handbook, Francesco Ricci, Lior Rokach, and Bracha Shapira (Eds.). Springer, 119--159.
[2]
Thomas Erl, Benjamin Carlyle, Cesare Pautasso, and Raj Balasubramanian. 2013. SOA with REST - Principles, Patterns and Constraints for Building Enterprise Solutions with REST. Pearson Education. http://vig.pearsoned.com/store/product/1,1207,store-12521_isbn-0137012519,00.html
[3]
Emanuel Lacic, Matthias Traub, Dominik Kowald, and Elisabeth Lex. 2015. ScaR: Towards a Real-Time Recommender Framework Following the Microservices Architecture. In Proceedings of the Workshop on Large Scale Recommender Systems (LSRS2015) at RecSys 2015.
[4]
RecSysWiki. {n. d.}. Common Recommender REST API. https://web.archive.org/web/20160324042313/http://www.recsyswiki.com:80/wiki/Common_Recommender_REST_API. Accessed April 2018.
[5]
Francesco Ricci, Lior Rokach, and Bracha Shapira (Eds.). 2015. Recommender Systems Handbook. Springer.

Cited By

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  • (2021)Finding Place in a Design SpaceProceedings of the ACM on Human-Computer Interaction10.1145/34492465:CSCW1(1-30)Online publication date: 22-Apr-2021
  • (2021)IRFProceedings of the ACM on Human-Computer Interaction10.1145/34492375:CSCW1(1-25)Online publication date: 22-Apr-2021
  • (2021)Declarative Variables in Online DatingProceedings of the ACM on Human-Computer Interaction10.1145/34491745:CSCW1(1-32)Online publication date: 22-Apr-2021
  • Show More Cited By

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  1. Towards an open, collaborative REST API for recommender systems

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      Published In

      cover image ACM Conferences
      RecSys '18: Proceedings of the 12th ACM Conference on Recommender Systems
      September 2018
      600 pages
      ISBN:9781450359016
      DOI:10.1145/3240323
      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.

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      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 27 September 2018

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      RecSys '18
      Sponsor:
      RecSys '18: Twelfth ACM Conference on Recommender Systems
      October 2, 2018
      British Columbia, Vancouver, Canada

      Acceptance Rates

      RecSys '18 Paper Acceptance Rate 32 of 181 submissions, 18%;
      Overall Acceptance Rate 254 of 1,295 submissions, 20%

      Upcoming Conference

      RecSys '24
      18th ACM Conference on Recommender Systems
      October 14 - 18, 2024
      Bari , Italy

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      Cited By

      View all
      • (2021)Finding Place in a Design SpaceProceedings of the ACM on Human-Computer Interaction10.1145/34492465:CSCW1(1-30)Online publication date: 22-Apr-2021
      • (2021)IRFProceedings of the ACM on Human-Computer Interaction10.1145/34492375:CSCW1(1-25)Online publication date: 22-Apr-2021
      • (2021)Declarative Variables in Online DatingProceedings of the ACM on Human-Computer Interaction10.1145/34491745:CSCW1(1-32)Online publication date: 22-Apr-2021
      • (2021)More Accounts, Fewer LinksProceedings of the ACM on Human-Computer Interaction10.1145/34491525:CSCW1(1-28)Online publication date: 22-Apr-2021
      • (2021)Safe SextingProceedings of the ACM on Human-Computer Interaction10.1145/34491165:CSCW1(1-31)Online publication date: 22-Apr-2021
      • (2019)IRFProceedings of the 13th ACM Conference on Recommender Systems10.1145/3298689.3346966(540-541)Online publication date: 10-Sep-2019

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