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 language | English |
|---|---|
| Title of host publication | NORMalize 2023 Normative Design and Evaluation of Recommender Systems 2023 |
| Subtitle of host publication | Proceedings 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 |
| Editors | Sanne Vrijenhoek, Lien Michiels, Johannes Kruse, Alain Starke, Jordi Viader Guerrero, Nana Tintarev |
| Place of Publication | Singapore |
| Publisher | CEUR Workshop Proceedings |
| Pages | 1-8 |
| Number of pages | 8 |
| Volume | 3639 |
| Publication status | Published - 2023 |
| Event | 1st Workshop on the Normative Design and Evaluation of Recommender Systems, NORMalize 2023 - Singapore, Singapore Duration: 19 Sept 2023 → … |
Publication series
| Name | CEUR Workshop Proceedings |
|---|---|
| Publisher | CEUR |
| Volume | 3639 |
| ISSN (Print) | 1613-0073 |
Conference
| Conference | 1st Workshop on the Normative Design and Evaluation of Recommender Systems, NORMalize 2023 |
|---|---|
| Country/Territory | Singapore |
| City | Singapore |
| Period | 19/09/23 → … |
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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