Label Placement for Outliers in Scatterplots

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2019
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Mumtaz, Haris
Beck, Fabian
Weiskopf, Daniel
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Eurographics Proceedings / Johansson, Jimmy; Sadlo, Filip; Marai, G. Elisabeta (ed.). - The Eurographics Association, 2019. - pp. 1-5. - ISBN 978-3-03868-090-1
Abstract
In many application scenarios, outliers can be associated with specific importance for various reasons. In such cases, labeling outliers is important to connect them to the actual semantics of the respective entity. In this paper, we present a cost-based greedy approach that places labels with outliers within scatterplots. The approach uses a search strategy to find the position that represents the least cost to place labels. Our approach can also produce different labeling outcomes by adjusting the weights of the criteria of the cost function. We demonstrate our approach with scatterplots produced from object-oriented software metrics, where outliers often relate to bad smells in the software.
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004 Computer Science
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EUROVIS 2019, Jun 3, 2019 - Jun 7, 2019, Porto
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Cite This
ISO 690MUMTAZ, Haris, Mereke VAN GARDEREN, Fabian BECK, Daniel WEISKOPF, 2019. Label Placement for Outliers in Scatterplots. EUROVIS 2019. Porto, Jun 3, 2019 - Jun 7, 2019. In: JOHANSSON, Jimmy, ed., Filip SADLO, ed., G. Elisabeta MARAI, ed.. Eurographics Proceedings. The Eurographics Association, pp. 1-5. ISBN 978-3-03868-090-1. Available under: doi: 10.2312/evs.20191161
BibTex
@inproceedings{Mumtaz2019Label-57315,
  year={2019},
  doi={10.2312/evs.20191161},
  title={Label Placement for Outliers in Scatterplots},
  isbn={978-3-03868-090-1},
  publisher={The Eurographics Association},
  booktitle={Eurographics Proceedings},
  pages={1--5},
  editor={Johansson, Jimmy and Sadlo, Filip and Marai, G. Elisabeta},
  author={Mumtaz, Haris and van Garderen, Mereke and Beck, Fabian and Weiskopf, Daniel}
}
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