SkyLens : Visual Analysis of Skyline on Multi-Dimensional Data

Skyline queries have wide-ranging applications in fields that involve multi-criteria decision making, including tourism, retail industry, and human resources. By automatically removing incompetent candidates, skyline queries allow users to focus on a subset of superior data items (i.e., the skyline)...

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Veröffentlicht in:IEEE transactions on visualization and computer graphics. - 1996. - 24(2018), 1 vom: 30. Jan., Seite 246-255
1. Verfasser: Zhao, Xun (VerfasserIn)
Weitere Verfasser: Wu, Yanhong, Cui, Weiwei, Du, Xinnan, Chen, Yuan, Wang, Yong, Lee, Dik Lun, Qu, Huamin
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2018
Zugriff auf das übergeordnete Werk:IEEE transactions on visualization and computer graphics
Schlagworte:Journal Article Research Support, Non-U.S. Gov't
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520 |a Skyline queries have wide-ranging applications in fields that involve multi-criteria decision making, including tourism, retail industry, and human resources. By automatically removing incompetent candidates, skyline queries allow users to focus on a subset of superior data items (i.e., the skyline), thus reducing the decision-making overhead. However, users are still required to interpret and compare these superior items manually before making a successful choice. This task is challenging because of two issues. First, people usually have fuzzy, unstable, and inconsistent preferences when presented with multiple candidates. Second, skyline queries do not reveal the reasons for the superiority of certain skyline points in a multi-dimensional space. To address these issues, we propose SkyLens, a visual analytic system aiming at revealing the superiority of skyline points from different perspectives and at different scales to aid users in their decision making. Two scenarios demonstrate the usefulness of SkyLens on two datasets with a dozen of attributes. A qualitative study is also conducted to show that users can efficiently accomplish skyline understanding and comparison tasks with SkyLens 
650 4 |a Journal Article 
650 4 |a Research Support, Non-U.S. Gov't 
700 1 |a Wu, Yanhong  |e verfasserin  |4 aut 
700 1 |a Cui, Weiwei  |e verfasserin  |4 aut 
700 1 |a Du, Xinnan  |e verfasserin  |4 aut 
700 1 |a Chen, Yuan  |e verfasserin  |4 aut 
700 1 |a Wang, Yong  |e verfasserin  |4 aut 
700 1 |a Lee, Dik Lun  |e verfasserin  |4 aut 
700 1 |a Qu, Huamin  |e verfasserin  |4 aut 
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