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dc.contributor.author
Mutlu, Belgin
dc.contributor.author
Veas, Eduardo Enrique
dc.contributor.author
Trattner, Christoph
dc.contributor.author
Sabol, Vedran
dc.date.available
2018-09-12T20:44:30Z
dc.date.issued
2015-06
dc.identifier.citation
Mutlu, Belgin; Veas, Eduardo Enrique; Trattner, Christoph; Sabol, Vedran; Towards a Recommender Engine for Personalized Visualizations; Springer; Lecture Notes in Computer Science; 9146; 6-2015; 169-182
dc.identifier.issn
0302-9743
dc.identifier.uri
http://hdl.handle.net/11336/59455
dc.description.abstract
Visualizations have a distinctive advantage when dealing with the information overload problem: since they are grounded in basic visual cognition, many people understand them. However, creating them requires specific expertise of the domain and underlying data to determine the right representation. Although there are rules that help generate them, the results are too broad to account for varying user preferences. To tackle this issue, we propose a novel recommender system that suggests visualizations based on (i) a set of visual cognition rules and (ii) user preferences collected in Amazon-Mechanical Turk. The main contribution of this paper is the introduction and the evaluation of a novel approach called VizRec that can suggest an optimal list of top-n visualizations for heterogeneous data sources in a personalized manner.
dc.format
application/pdf
dc.language.iso
eng
dc.publisher
Springer
dc.rights
info:eu-repo/semantics/openAccess
dc.rights.uri
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
dc.subject
Collaborative Filtering
dc.subject
Crowd-Sourcing
dc.subject
Personalized Visualizations
dc.subject
Recommender Systems
dc.subject
Visualization Recommender
dc.subject.classification
Ciencias de la Computación
dc.subject.classification
Ciencias de la Computación e Información
dc.subject.classification
CIENCIAS NATURALES Y EXACTAS
dc.title
Towards a Recommender Engine for Personalized Visualizations
dc.type
info:eu-repo/semantics/article
dc.type
info:ar-repo/semantics/artículo
dc.type
info:eu-repo/semantics/publishedVersion
dc.date.updated
2018-09-12T13:59:20Z
dc.journal.volume
9146
dc.journal.pagination
169-182
dc.journal.pais
Alemania
dc.journal.ciudad
Berlin
dc.description.fil
Fil: Mutlu, Belgin. Know-Center GmbH; Austria
dc.description.fil
Fil: Veas, Eduardo Enrique. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Know-Center GmbH; Austria
dc.description.fil
Fil: Trattner, Christoph. Know-Center GmbH; Austria
dc.description.fil
Fil: Sabol, Vedran. Know-Center GmbH; Austria
dc.journal.title
Lecture Notes in Computer Science
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/doi/https://dx.doi.org/10.1007/978-3-319-20267-9_14
dc.relation.alternativeid
info:eu-repo/semantics/altIdentifier/url/https://link.springer.com/chapter/10.1007/978-3-319-20267-9_14
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