What Are Filter Bubbles Really? A Review of the Conceptual and Empirical Work

Lien Michiels, Jens Leysen, Annelien Smets, Bart Goethals

Onderzoeksoutput: Conference paper

17 Citaten (Scopus)

Samenvatting

The original filter bubble thesis states that the use of personalization algorithms results in a unique universe of information for each of us, with far-reaching individual and societal consequences. The ambiguity of the original thesis has prompted both a conceptual debate regarding its definition and has forced empirical researchers to consider their own interpretations. This has led to contrasting empirical results and minimal generalizability across studies. To reliably answer the question of whether filter bubbles exists, on what platforms, and what caused them, we need a systematically and empirically verifiable definition of the filter bubble that can be used to develop rigorous tests for the existence and strength of a filter bubble. In this paper, we propose an operationalized definition of the (technological) filter bubble and interpret previous empirical work in light of this new definition.
Originele taal-2English
TitelAdjunct Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization
Plaats van productieNew York, NY, USA
UitgeverijAssociation for Computing Machinery
Pagina's274–279
Aantal pagina's6
ISBN van elektronische versie9781450392327
ISBN van geprinte versie9781450392327
DOI's
StatusPublished - 4 jul 2022
Evenement30th ACM Conference on User Modeling, Adaptation and Personalization - Barcelona, Spain
Duur: 4 jul 20227 jul 2022

Publicatie series

NaamUMAP '22 Adjunct
UitgeverijAssociation for Computing Machinery

Conference

Conference30th ACM Conference on User Modeling, Adaptation and Personalization
Verkorte titelUMAP ’22
Land/RegioSpain
StadBarcelona
Periode4/07/227/07/22

Keywords

  • recommendation
  • diversity
  • recommender system
  • personalization
  • filter bubble

Vingerafdruk

Duik in de onderzoeksthema's van 'What Are Filter Bubbles Really? A Review of the Conceptual and Empirical Work'. Samen vormen ze een unieke vingerafdruk.

Citeer dit