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Enabling Serendipitous News Discovery Experiences by Designing for Navigable Surprise

Research output: Chapter in Book / Report / Conference proceeding › Conference contribution › Academic › peer-review

Abstract

We formulate a user-centric approach to promoting serendipity in news recommender systems that leverages user familiarity with the algorithmic language of recent social media (in particular, TikTok) to nurture news discovery. We conceptualise serendipity in recommender design as the capacity of the system to produce 'navigable surprise', defined as the experience of encountering novel, diverse, relevant and unexpected information under conditions of immediate (i.e, real time) and bounded (i.e., item-oriented) agency. This conceptualisation builds upon the notion of 'reliable surprise', to explicitly incorporate the temporal agency available to users in their repeated interactions with the system. This agency allows users to constrain the degree of “anarchy and chaos” when encountering novel and unexpected information, affording them the capability to “expect the unexpected” by engaging in the groundwork and observation required to perceive an encounter as serendipitous. To realise navigable surprise within news recommender design and situation, we propose a combination of short-term interest modelling with consumption-based (implicit) user signalling. As such, we consider the centrality of short-term interest modelling to serendipity in recommender design; concerns that have conventionally been addressed separately within the literature.

Original languageEnglish
Title of host publicationNORMalize 2023 Normative Design and Evaluation of Recommender Systems 2023
Subtitle of host publicationProceedings of the First Workshop on the Normative Design and Evaluation of Recommender Systems (NORMalize 2023) co-located with the 17th ACM Conference on Recommender Systems (RecSys 2023) Singapore, Singapore, September 19, 2023
EditorsSanne Vrijenhoek, Lien Michiels, Johannes Kruse, Alain Starke, Jordi Viader Guerrero, Nana Tintarev
Place of PublicationSingapore
PublisherCEUR Workshop Proceedings
Pages1-8
Number of pages8
Volume3639
Publication statusPublished - 2023
Event1st Workshop on the Normative Design and Evaluation of Recommender Systems, NORMalize 2023 - Singapore, Singapore
Duration: 19 Sept 2023 → …

Publication series

NameCEUR Workshop Proceedings
PublisherCEUR
Volume3639
ISSN (Print)1613-0073

Conference

Conference1st Workshop on the Normative Design and Evaluation of Recommender Systems, NORMalize 2023
Country/TerritorySingapore
CitySingapore
Period19/09/23 → …

Bibliographical note

Publisher Copyright:
© 2023 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0)

Keywords

  • serendipity
  • social media
  • user agency news recommendation

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