<div class="csl-bib-body">
<div class="csl-entry">Chen, F., & Gärtner, T. (2024). Scalable Interactive Data Visualization. In A. Bifet, P. Daniusis, & J. Davis (Eds.), <i>Machine Learning and Knowledge Discovery in Databases. Research Track and Demo Track : European Conference, ECML PKDD 2024, Vilnius, Lithuania, September 9–13, 2024, Proceedings, Part VIII</i> (pp. 429–433). Springer. https://doi.org/10.1007/978-3-031-70371-3_34</div>
</div>
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/208524
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dc.description.abstract
We demonstrate scalable interactive visualizations that allow smooth changes to the viewing perspective even on large datasets. The user can interact with the data by selecting and re-locating control points which impacts the location of other data points depending on their similarity. We achieve adaptive frame rates and responsive interaction even for large datasets by using iterative optimization algorithms for knowledge-based kernel PCA and a novel VAE-based embedding.
en
dc.description.sponsorship
WWTF Wiener Wissenschafts-, Forschu und Technologiefonds
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dc.language.iso
en
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dc.relation.ispartofseries
Lecture Notes in Computer Science
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dc.subject
Interactive visualization
en
dc.subject
iterative optimization
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dc.subject
kernel PCA
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dc.subject
projected gradient descent
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dc.subject
variational autoencoder
en
dc.title
Scalable Interactive Data Visualization
en
dc.type
Inproceedings
en
dc.type
Konferenzbeitrag
de
dc.contributor.affiliation
TU Wien, Austria
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dc.relation.isbn
978-3-031-70371-3
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dc.relation.doi
10.1007/978-3-031-70371-3
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dc.relation.issn
0302-9743
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dc.description.startpage
429
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dc.description.endpage
433
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dc.relation.grantno
ICT22-059
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dc.type.category
Full-Paper Contribution
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dc.relation.eissn
1611-3349
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tuw.booktitle
Machine Learning and Knowledge Discovery in Databases. Research Track and Demo Track : European Conference, ECML PKDD 2024, Vilnius, Lithuania, September 9–13, 2024, Proceedings, Part VIII
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tuw.container.volume
14948
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tuw.peerreviewed
true
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tuw.book.ispartofseries
Lecture Notes in Computer Science
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tuw.relation.publisher
Springer
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tuw.relation.publisherplace
Cham
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tuw.project.title
Structured Data Learning with Generalized Similarities
