Navigation auf zora.uzh.ch

Search ZORA

ZORA (Zurich Open Repository and Archive)

Why am I reading this? Explaining Personalized News Recommender Systems

Arnórsson, Sverrir; Abeillon, Florian; Al-Hazwani, Ibrahim; Bernard, Jürgen; Hauptmann, Hanna; El-Assady, Mennatallah (2023). Why am I reading this? Explaining Personalized News Recommender Systems. In: EuroVis Workshop on Visual Analytics (EuroVA), Leipzig, 12 June 2023. The Eurographics Association, 67-72.

Abstract

Social media and online platforms significantly impact what millions of people get exposed to daily, mainly through recommended content. Hence, recommendation processes have to benefit individuals and society. With this in mind, we present the visual workspace NewsRecXplain, with the goals of (1) explaining and raising awareness about recommender systems, (2) enabling individuals to control and customize news recommendations, and (3) empowering users to contextualize their news recommendations to escape from their filter bubbles. This visual workspace achieves these goals by allowing users to configure their own individualized recommender system, whose news recommendations can then be explained within the workspace by way of embeddings and statistics on content diversity.

Additional indexing

Item Type:Conference or Workshop Item (Paper), refereed, original work
Communities & Collections:03 Faculty of Economics > Department of Informatics
08 Research Priority Programs > Digital Society Initiative
Dewey Decimal Classification:000 Computer science, knowledge & systems
Scopus Subject Areas:Physical Sciences > Software
Physical Sciences > Signal Processing
Physical Sciences > Computer Vision and Pattern Recognition
Physical Sciences > Computer Graphics and Computer-Aided Design
Scope:Discipline-based scholarship (basic research)
Language:English
Event End Date:12 June 2023
Deposited On:01 Feb 2024 13:39
Last Modified:31 Oct 2024 10:48
Publisher:The Eurographics Association
Series Name:EuroVis Workshop on Visual Analytics (EuroVA)
ISSN:2664-4487
ISBN:978-3-03868-222-6
Additional Information:Interactive Machine Learning, Explainable AI, Recommender Systems, Personalization
OA Status:Green
Free access at:Publisher DOI. An embargo period may apply.
Publisher DOI:https://doi.org/10.2312/eurova.20231099
Other Identification Number:merlin-id:24324
Download PDF  'Why am I reading this? Explaining Personalized News Recommender Systems'.
Preview
  • Content: Published Version
  • Language: English
  • Licence: Creative Commons: Attribution 4.0 International (CC BY 4.0)

Metadata Export

Statistics

Citations

Dimensions.ai Metrics

Altmetrics

Downloads

33 downloads since deposited on 01 Feb 2024
34 downloads since 12 months
Detailed statistics

Authors, Affiliations, Collaborations

Similar Publications