Visual Analytics

Visual analytics is the science of analytical reasoning that integrates interactive visualization with computational methods to facilitate knowledge discovery from complex, massive, and dynamic data sources.

4.4K

Publications

259.9K

Citations

11.1K

Authors

2.3K

Institutions

Publications per year

2017–2026

Parents

Visualization

Children

Analytical ReasoningAnomaly DetectionCollaborative Visual AnalyticsDashboard DesignDimensionality ReductionHigh-dimensional Data VisualizationHuman-computer Interaction For AnalyticsInteractive Data AnalysisInteractive Data ExplorationLinked Views

Publications

4.4K

MultiQC: summarize analysis results for multiple tools and samples in a single report

Philip Ewels, Måns Magnusson, Sverker Lundin et al. · Bioinformatics · 2016 · 10.4K citations · Full text

Life Sciences, Bioinformatics, Visualization +11

performance: An R Package for Assessment, Comparison and Testing of Statistical Models

Daniel Lüdecke, Mattan S. Ben‐Shachar, Indrajeet Patil et al. · The Journal of Open Source Software · 2021 · 5.3K citations · Full text

Computing, Biostatistics, Visualization +17

OPTICS

Mihael Ankerst, Markus Breunig, Hans‐Peter Kriegel et al. · ACM SIGMOD Record · 1999 · 4K citations · Full text

Computing, Computer Science, Visualization +14

ROCR: visualizing classifier performance in R

Tobias Sing, Oliver Sander, Niko Beerenwinkel et al. · Computer applications in the biosciences · 2005 · 3.3K citations · Full text

Computing, Data Science, Visualization +14

UpSet: Visualization of Intersecting Sets

Alexander Lex, Nils Gehlenborg, Hendrik Strobelt et al. · IEEE Transactions on Visualization and Computer Graphics · 2014 · 2.5K citations · Full text

Computing, Data Science, Visualization +13

1–5 of 4.4K

Authors

11.1K

DA
Daniel A. Keim
University of Konstanz, Germany
111 publications · 8.4K citations
45
h-index
HQ
Huamin Qu
Hong Kong University of Science and Technology, Hong Kong SAR China
66 publications · 3.6K citations
34
h-index
GA
Gennady Andrienko
Fraunhofer Institute for Intelligent Analysis and Information Systems, Germany
57 publications · 4.6K citations
33
h-index
TS
Tobias Schreck
University of Konstanz, Germany
50 publications · 2.9K citations
31
h-index
YW
Yingcai Wu
Zhejiang University, China
44 publications · 3.2K citations
31
h-index

1–5 of 11.1K

Institutions

2.3K

1–8 of 2.3K

Venues

IEEE Transactions on Visualization and Computer Graphics
TVCG · 464 publications · 37.3K citations
99
h-index
Computer Graphics Forum
137 publications · 7.4K citations
45
h-index
IEEE Computer Graphics and Applications
71 publications · 4.2K citations
34
h-index
Information Visualization
85 publications · 4K citations
33
h-index
arXiv (Cornell University)
Repository · 72 publications · 2.2K citations
24
h-index

1–5

See also Visual Analytics
Core Methods	Interactive Visualization Data Mining Real-time Visualization Machine Learning Scientific Visualization Parallel Coordinates Exploratory Data Analysis Volume Rendering Dimension Reduction Topic Modeling Sensemaking Data Aggregation Classification Regression Node-link Diagrams Multidimensional Scaling Flow Visualization Scatterplot Matrices Data Preprocessing Hypothesis Testing Clustering Dynamic Querying Brushing Sampling Image Anomaly Detection Geospatial Visualization
Applications	Software Engineering Clinical Decision Support Systems Logistics Electronic Health Records Cybersecurity Algorithmic Trading Open-source Intelligence Mental Health Care Planning Business Activity Monitoring Transportation
Evaluation	Heuristic Evaluation Analytical Workflow Crossover Designs Instrument Usability Triangulations Longitudinal Research
Challenges	Bias Dimension Reduction Scalability Dynamic Visual Acuity Wimp Interfaces Propagation Of Uncertainty Infrastructure Integration
Data Types	Time Series Analysis Spatio-temporal Data Model Streaming Data Management Geospatial Data Structures High-dimensional Data Mining Nested Data Structures