Changing the equation on scientific data visualization

P Fox, J Hendler - Science, 2011 - science.org
An essential facet of the data deluge is the need for different types of users to apply
visualizations to understand how data analyses and queries relate to each other …

Interacting with predictions: Visual inspection of black-box machine learning models

J Krause, A Perer, K Ng - Proceedings of the 2016 CHI conference on …, 2016 - dl.acm.org
Understanding predictive models, in terms of interpreting and identifying actionable insights,
is a challenging task. Often the importance of a feature in a model is only a rough estimate …

Visual analysis of large graphs: state‐of‐the‐art and future research challenges

T Von Landesberger, A Kuijper… - Computer graphics …, 2011 - Wiley Online Library
The analysis of large graphs plays a prominent role in various fields of research and is
relevant in many important application areas. Effective visual analysis of graphs requires …

Analyzing (social media) networks with NodeXL

MA Smith, B Shneiderman, N Milic-Frayling… - Proceedings of the …, 2009 - dl.acm.org
We present NodeXL, an extendible toolkit for network overview, discovery and exploration
implemented as an add-in to the Microsoft Excel 2007 spreadsheet software. We …

Progressive visual analytics: User-driven visual exploration of in-progress analytics

CD Stolper, A Perer, D Gotz - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
As datasets grow and analytic algorithms become more complex, the typical workflow of
analysts launching an analytic, waiting for it to complete, inspecting the results, and then re …

Futzing and moseying: Interviews with professional data analysts on exploration practices

S Alspaugh, N Zokaei, A Liu, C Jin… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
We report the results of interviewing thirty professional data analysts working in a range of
industrial, academic, and regulatory environments. This study focuses on participants' …

The value of information visualization

JD Fekete, JJ Van Wijk, JT Stasko, C North - … visualization: human-centered …, 2008 - Springer
Researchers and users of Information Visualization are convinced that it has value. This
value can easily be communicated to others in a face-to-face setting, such that this value is …

“Search, show context, expand on demand”: Supporting large graph exploration with degree-of-interest

F Van Ham, A Perer - IEEE Transactions on Visualization and …, 2009 - ieeexplore.ieee.org
A common goal in graph visualization research is the design of novel techniques for
displaying an overview of an entire graph. However, there are many situations where such …

Apolo: making sense of large network data by combining rich user interaction and machine learning

DH Chau, A Kittur, JI Hong, C Faloutsos - Proceedings of the SIGCHI …, 2011 - dl.acm.org
Extracting useful knowledge from large network datasets has become a fundamental
challenge in many domains, from scientific literature to social networks and the web. We …

A heuristic approach to value-driven evaluation of visualizations

E Wall, M Agnihotri, L Matzen, K Divis… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Recently, an approach for determining the value of a visualization was proposed, one
moving beyond simple measurements of task accuracy and speed. The value equation …