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One aim of data mining is the identification of interesting structures in data. For better analytical results, the basic properties of an empirical distribution, such as skewness and eventual clipping, i.e. hard limits in value ranges, need…

Applications · Statistics 2020-09-08 Michael C. Thrun , Tino Gehlert , Alfred Ultsch

Univariate visualizations like histograms, rug plots, or box plots provide concise visual summaries of distributions. However, each individual visualization may fail to robustly distinguish important features of a distribution, or provide…

Human-Computer Interaction · Computer Science 2023-06-29 Michael Correll

In the field of information visualisation, Euler diagrams are an important tool used in various application areas such as engineering, medicine and social analysis. To effectively use Euler diagrams, some of the wellformedness properties…

Human-Computer Interaction · Computer Science 2016-11-22 Mithileysh Sathiyanarayanan , Tobias Mulling

Decision Trees are accessible, interpretable, and well-performing classification models. A plethora of variants with increasing expressiveness has been proposed in the last forty years. We contrast the two families of univariate DTs, whose…

Machine Learning · Computer Science 2023-12-05 Mattia Setzu , Salvatore Ruggieri

Bar charts are among the most frequently used visualizations, in part because their position encoding leads them to convey data values precisely. Yet reproductions of single bars or groups of bars within a graph can be biased. Curiously,…

Human-Computer Interaction · Computer Science 2021-08-20 Cristina R. Ceja , Caitlyn M. McColeman , Cindy Xiong , Steven L. Franconeri

Understanding and comparing distributions of data (e.g., regarding their modes, shapes, or outliers) is a common challenge in many scientific disciplines. Typically, this challenge is addressed using side-by-side comparisons of histograms…

Human-Computer Interaction · Computer Science 2022-09-07 Anja Heim , Eduard Gröller , Christoph Heinzl

Cartograms are maps in which areas of geographic regions (countries, states) appear in proportion to some variable of interest (population, income). Cartograms are popular visualizations for geo-referenced data that have been around for…

Human-Computer Interaction · Computer Science 2015-04-21 Sabrina Nusrat , Stephen Kobourov

Visualizations support rapid analysis of scientific datasets, allowing viewers to glean aggregate information (e.g., the mean) within split-seconds. While prior research has explored this ability in conventional charts, it is unclear if…

Human-Computer Interaction · Computer Science 2024-06-21 Victor A. Mateevitsi , Michael E. Papka , Khairi Reda

Effectively showing the relationships between objects in a dataset is one of the main tasks in information visualization. Typically there is a well-defined notion of distance between pairs of objects, and traditional approaches such as…

Human-Computer Interaction · Computer Science 2014-04-09 Bahador Saket , Paolo Simonetto , Stephen Kobourov , Katy Borner

The accuracy of recommender systems influences their trust and decision-making when using them. Providing additional information, such as visualizations, offers context that would otherwise be lacking. However, the role of visualizations in…

Human-Computer Interaction · Computer Science 2024-09-24 Bhavana Doppalapudi , Md Dilshadur Rahman , Paul Rosen

Domain-specific visualizations sometimes focus on narrow, albeit important, tasks for one group of users. This focus limits the utility of a visualization to other groups working with the same data. While tasks elicited from other groups…

Human-Computer Interaction · Computer Science 2025-07-25 Connor Scully-Allison , Kevin Menear , Kristin Potter , Andrew McNutt , Katherine E. Isaacs , Dmitry Duplyakin

In this paper we consider a variety of procedures for numerical statistical inference in the family of univariate and multivariate stable distributions. In connection with univariate distributions (i) we provide approximations by finite…

Computation · Statistics 2012-09-04 Efthymios G. Tsionas

The ability to read, understand, and comprehend visual information representations is subsumed under the term visualization literacy (VL). One possibility to improve the use of information visualizations is to introduce adaptations.…

Human-Computer Interaction · Computer Science 2022-07-18 Marc Satkowski , Franziska Kessler , Susanne Narciss , Raimund Dachselt

The visual analysis of graphs in 3D has become increasingly popular, accelerated by the rise of immersive technology, such as augmented and virtual reality. Unlike 2D drawings, 3D graph layouts are highly viewpoint-dependent, making…

Human-Computer Interaction · Computer Science 2025-11-10 Lucas Joos , Gavin J. Mooney , Maximilian T. Fischer , Daniel A. Keim , Falk Schreiber , Helen C. Purchase , Karsten Klein

Understanding your audience is foundational to creating high impact visualization designs. However, individual differences and cognitive abilities also influence interactions with information visualization. Differing user needs and…

Human-Computer Interaction · Computer Science 2022-09-13 Sara Tandon , Alfie Abdul-Rahman , Rita Borgo

One of the major challenges for evaluating the effectiveness of data visualizations and visual analytics tools arises from the fact that different users may be using these tools for different tasks. In this paper, we present a simple…

Human-Computer Interaction · Computer Science 2020-10-01 Laura Matzen , Kristin Divis , Deborah Cronin , Michael Haass

Despite the improvements in perception accuracies brought about via deep learning, developing systems combining accurate visual perception with the ability to reason over the visual percepts remains extremely challenging. A particular…

Computer Vision and Pattern Recognition · Computer Science 2019-11-22 Monika Sharma , Shikha Gupta , Arindam Chowdhury , Lovekesh Vig

Visualizing network data is applicable in domains such as biology, engineering, and social sciences. We report the results of a study comparing the effectiveness of the two primary techniques for showing network data: node-link diagrams and…

Human-Computer Interaction · Computer Science 2017-09-04 Mershack Okoe , Radu Jianu , Stephen Kobourov

Given a choice between charts with minimal text and those with copious textual annotations, participants in a study (Stokes et al.) tended to prefer the charts with more text. This paper examines the qualitative responses of the…

Human-Computer Interaction · Computer Science 2022-09-23 Chase Stokes , Marti Hearst

Personal data visualisations are becoming a critical contributor toward the successful adoption of mobile health (m-health) apps. Thus, understanding user needs and challenges when using mobile personal data visualisation is essential to…

Human-Computer Interaction · Computer Science 2022-09-05 Yasmeen Anjeer Alshehhi , Mohamed Abdelrazek , Alessio Bonti