[PDF][PDF] Designing for interactive exploratory data analysis requires theories of graphical inference

J Hullman, A Gelman - Harvard Data Science Review, 2021 - assets.pubpub.org
Research and development in computer science and statistics have produced increasingly
sophisticated software interfaces for interactive and exploratory analysis, optimized for easy …

Evm: Incorporating model checking into exploratory visual analysis

A Kale, Z Guo, XL Qiao, J Heer… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Visual analytics (VA) tools support data exploration by helping analysts quickly and
iteratively generate views of data which reveal interesting patterns. However, these tools …

Bayesian visual analytics: Bava

L House, S Leman, C Han - … and Data Mining: The ASA Data …, 2015 - Wiley Online Library
Leman et al. and Endert et al. develop an interactive data visualization framework called
visual to parametric interaction (V2PI). With V2PI, experts may explore data visually (assess …

Trust Your Gut: Comparing Human and Machine Inference from Noisy Visualizations

R Koonchanok, ME Papka… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
People commonly utilize visualizations not only to examine a given dataset, but also to draw
generalizable conclusions about the underlying models or phenomena. Prior research has …

[图书][B] Making sense of data iii: A practical guide to designing interactive data visualizations

GJ Myatt, WP Johnson - 2011 - books.google.com
Focuses on insights, approaches, and techniques that are essential to designing interactive
graphics and visualizations Making Sense of Data III: A Practical Guide to Designing …

“Sound” alternatives to visual graphics for exploratory data analysis

JH Flowers, TA Hauer - Behavior Research Methods, Instruments, & …, 1993 - Springer
Efficient exploratory data analysis (EDA) may be aided by succinct, but informative,
graphical representations (eg, Tukey plots) that convey information about central tendency …

From visualization to visually enabled reasoning

J Meyer, J Thomas, S Diehl, B Fisher, DA Keim - 2010 - drops.dagstuhl.de
Interactive Visualization has been used to study scientific phenomena, analyze data,
visualize information, and to explore large amounts of multi-variate data. It enables the …

Graphical Display and Visual Analysis1

RD Franklin, BS Gorman, TM Beasley… - Design and analysis of …, 2014 - taylorfrancis.com
In this chapter we briefly review literature addressing visual inspection of graphed single-
case data. In doing so, we explore graphics perception, considering strategies for enhancing …

A Bayesian formulation of exploratory data analysis and goodness‐of‐fit testing

A Gelman - International Statistical Review, 2003 - Wiley Online Library
Exploratory data analysis (EDA) and Bayesian inference (or, more generally, complex
statistical modeling)—which are generally considered as unrelated statistical paradigms …

Exploratory data analysis for complex models

A Gelman - Journal of Computational and Graphical Statistics, 2004 - Taylor & Francis
“Exploratory” and “confirmatory” data analysis can both be viewed as methods for comparing
observed data to what would be obtained under an implicit or explicit statistical model. For …