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[IEEE 2018 International Conference on Recent Innovations in Electrical, Electronics & Communication Engineering (ICRIEECE) - Bhubaneswar, India (2018.7.27-2018.7.28)] 2018 International Conference on Recent Innovations in Electrical, Electronics & Communication Engineering (ICRIEECE) - Fault Monitoring System for Photovoltaic Modules in Solar Panels using LabVIEW

DOI:10.1109/ICRIEECE44171.2018.9009282 出版年份:2018 更新时间:2025-09-23 15:19:57
摘要: Understanding relationships between sets is an important analysis task that has received widespread attention in the visualization community. The major challenge in this context is the combinatorial explosion of the number of set intersections if the number of sets exceeds a trivial threshold. In this paper we introduce UpSet, a novel visualization technique for the quantitative analysis of sets, their intersections, and aggregates of intersections. UpSet is focused on creating task-driven aggregates, communicating the size and properties of aggregates and intersections, and a duality between the visualization of the elements in a dataset and their set membership. UpSet visualizes set intersections in a matrix layout and introduces aggregates based on groupings and queries. The matrix layout enables the effective representation of associated data, such as the number of elements in the aggregates and intersections, as well as additional summary statistics derived from subset or element attributes. Sorting according to various measures enables a task-driven analysis of relevant intersections and aggregates. The elements represented in the sets and their associated attributes are visualized in a separate view. Queries based on containment in specific intersections, aggregates or driven by attribute filters are propagated between both views. We also introduce several advanced visual encodings and interaction methods to overcome the problems of varying scales and to address scalability. UpSet is web-based and open source. We demonstrate its general utility in multiple use cases from various domains.
作者: Alexander Lex,Nils Gehlenborg,Hendrik Strobelt,Romain Vuillemot,Hanspeter Pfister
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To introduce UpSet, a novel visualization technique for the quantitative analysis of sets, their intersections, and aggregates of intersections, addressing the challenge of combinatorial explosion in the number of set intersections.

UpSet is a versatile visualization technique that enables analysts to investigate set-based data through a divide and conquer approach. It supports a wide spectrum of questions in set analysis through task-driven aggregation, queries, and sorting. The technique has been validated across domains and is planned for future extensions to support additional tasks and larger datasets.

UpSet currently does not support interactive set creation and comparing sets according to a similarity measure. The technique's scalability is limited by the number of non-empty intersections and the available display space, with a practical limitation at about 40-50 sets.

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