Preprints

Visualization Onboarding Grounded in Educational Theories
Springer Nature (to appear), 2022

ParaDime: A Framework for Parametric Dimensionality Reduction
arXiv:2210.04582 [cs.LG], 2022

Comparing Effects of Attribution-based, Example-based, and Feature-based Explanation Methods on AI-Assisted Decision-Making
OSF Preprint, 2022

Explainable Artificial Intelligence improves human decision-making: Results from a mushroom picking experiment at a public art festival
OSF Preprint, 2022
Peer-Reviewed Journal and Conference Papers

Comparative Evaluations of Visualization Onboarding Methods
Visual Informatics, 2022

Effects of Explainable Artificial Intelligence on trust and human behavior in a high-risk decision task
Computers in Human Behavior, 2023

Towards a Human-Centered Approach for Automating Data Science
Workshop on Human-Centered AI at NeurIPS, 2022

Kokiri: Random-Forest-Based Comparison and Characterization of Cohorts
IEEE VIS Workshop on Visualization in Biomedical AI, 2022

A Process Model for Dashboard Onboarding
Computer Graphics Forum (EuroVis '22), 2022

Visual Exploration of Relationships and Structure in Low-Dimensional Embeddings
IEEE Transactions on Visualization and Computer Graphics (Early Access), 2022

Perspectives of Visualization Onboarding and Guidance in VA
Visual Informatics, 2022

ChemInformatics Model Explorer (CIME): Exploratory Analysis of Chemical Model Explanations
Journal of Cheminformatics, 2022

Design and Comparative Evaluation of Visualization Onboarding Methods
Proceedings of the Symposium on Visual Information Communication and Interaction (VINCI ’21), 2021

Fuzzy Spreadsheet: Understanding and Exploring Uncertainties in Tabular Calculations
IEEE Transactions on Visualization and Computer Graphics (Early Access), 2021

Operationalizing Human-Centered Perspectives in Explainable AI
Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems (CHI EA '21), 2021

A Forecasting Model-Based Discovery of Causal Links of Key Influencing Performance Quality Indicators for Sinter Production Improvement
Iron & Steel Technology, 2021

Coral: a web-based visual analysis tool for creating and characterizing cohorts
Bioinformatics, 2021

InstanceFlow: Visualizing the Evolution of Classifier Confusion at the Instance Level
2020 IEEE Visualization Conference – Short Papers, 2020

ConfusionFlow: A Model-Agnostic Visualization for Temporal Analysis of Classifier Confusion
IEEE Transactions on Visualization and Computer Graphics, 2022

Projection Path Explorer: Exploring Visual Patterns in Projected Decision-Making Paths
ACM Transactions on Interactive Intelligent Systems, 2021

Provectories: Embedding-based Analysis of Interaction Provenance Data
IEEE Transactions on Visualization and Computer Graphics (Early Access), 2021

Projective Latent Interventions for Understanding and Fine-tuning Classifiers
Interpretable and Annotation-Efficient Learning for Medical Image Computing. Proceedings of the 3rd Workshop on Interpretability of Machine Intelligence in Medical Image Computing (iMIMIC 2020), 2020
Best Paper Award at iMIMIC 2020

Survey on the Analysis of User Interactions and Visualization Provenance
Computer Graphics Forum, EuroVis STAR 2020 (Early Access), 2020

Guide Me in Analysis: A Framework for Guidance Designers
Computer Graphics Forum, 2020

A Visual Approach to Explainable Computerized Clinical Decision Support
Computer & Graphics, Special Section on VCBM 2019, 2020

Visualization Onboarding: Learning How to Read and Use Visualizations
VisComm Workshop at IEEE VIS 2019, 2019

Taggle: Combining Overview and Details in Tabular Data Visualizations
Information Visualization, 2019

The State of the Art in Visualizing Multivariate Networks
Computer Graphics Forum (EuroVis '19), 2019

TourDino: A Support View for Confirming Patterns in Tabular Data
EuroVis Workshop on Visual Analytics (EuroVA '19), 2019

Visualization of Rubik's Cube Solution Algorithms
EuroVis Workshop on Visual Analytics (EuroVA '19), 2019

Ordino: visual analysis tool for ranking and exploring genes, cell lines, and tissue samples
Bioinformatics, 2019

KnowledgePearls: Provenance-Based Visualization Retrieval
IEEE Transactions on Visualization and Computer Graphics (VAST '18), 2018

Juniper: A Tree+Table Approach to Multivariate Graph Visualization
IEEE Transactions on Visualization and Computer Graphics (InfoVis '18), 2018

TACO: Visualizing Changes in Tables Over Time
IEEE Transactions on Visualization and Computer Graphics (InfoVis '17), 2018

Characterizing Guidance in Visual Analytics
IEEE Transactions on Visualization and Computer Graphics (VAST '16), 2017

ThermalPlot: Visualizing Multi-Attribute Time-Series Data Using a Thermal Metaphor
IEEE Transactions on Visualization and Computer Graphics, 2016

WeightLifter: Visual Weight Space Exploration for Multi-Criteria Decision Making
IEEE Transactions on Visualization and Computer Graphics (InfoVis '16), 2016

Pathfinder: Visual Analysis of Paths in Graphs
Computer Graphics Forum (EuroVis '16), 2016
EuroVis 2016 Honorable Mention Award

From Visual Exploration to Storytelling and Back Again
Computer Graphics Forum (EuroVis '16), 2016

AVOCADO: Visualization of Workflow-Derived Data Provenance for Reproducible Biomedical Research
Computer Graphics Forum (EuroVis '16), 2016

CloudGazer: A Divide-and-Conquer Approach to Monitoring and Optimizing Cloud-Based Networks
Proceedings of IEEE Pacific Visualization Symposium (PacificVis '15), 2015

ConTour: Data-Driven Exploration of Multi-Relational Datasets for Drug Discovery
IEEE Transactions on Visualization and Computer Graphics (VAST '14), 2014

Guided Visual Exploration of Genomic Stratifications in Cancer
Nature Methods, 2014

Domino: Extracting, Comparing, and Manipulating Subsets across Multiple Tabular Datasets
IEEE Transactions on Visualization and Computer Graphics (InfoVis '14), 2014
IEEE InfoVis 2014 Honorable Mention Award

Characterizing Cancer Subtypes using the Dual Analysis Approach in Caleydo StratomeX
IEEE Computer Graphics and Applications, 2014

Furby: Fuzzy Force-Directed Bicluster Visualization
BMC Bioinformatics, 15(Suppl 6), p. S4, 2014

LineUp: Visual Analysis of Multi-Attribute Rankings
IEEE Transactions on Visualization and Computer Graphics (InfoVis '13), 2013
IEEE InfoVis 2013 Best Paper Award

Entourage: Visualizing Relationships between Biological Pathways using Contextual Subsets
IEEE Transactions on Visualization and Computer Graphics (InfoVis '13), 2013

enRoute: Dynamic Path Extraction from Biological Pathway Maps for Exploring Heterogeneous Experimental Datasets
BMC Bioinformatics, 2013

Visualizing Uncertainty in Biological Expression Data
Proceedings of the SPIE Conference on Visualization and Data Analysis (VDA '12), 2012

Model-Driven Design for the Visual Analysis of Heterogeneous Data
IEEE Transactions on Visualization and Computer Graphics, 2012

StratomeX: Visual Analysis of Large-Scale Heterogeneous Genomics Data for Cancer Subtype Characterization
Computer Graphics Forum (EuroVis '12), 2012
EuroVis 2012 3rd Best Paper Award

enRoute: Dynamic Path Extraction from Biological Pathway Maps for In-Depth Experimental Data Analysis
Proceedings of the IEEE Symposium on Biological Data Visualization (BioVis '12), 2012
IEEE BioVis 2012 Best Paper Award

Visualizing the Effects of Logically Combined Filters
Proceedings of the Conference on Information Visualisation (IV '11), 2011

VisBricks: Multiform Visualization of Large, Inhomogeneous Data
IEEE Transactions on Visualization and Computer Graphics (InfoVis '11), 2011

Caleydo: Design and Evaluation of a Visual Analysis Framework for Gene Expression Data in its Biological Context
Proceedings of IEEE Pacific Visualization Symposium (PacificVis '10), 2010

Comparative Analysis of Multidimensional, Quantitative Data
IEEE Transactions on Visualization and Computer Graphics (InfoVis '10), 2010

Connecting Genes with Diseases
Proceedings of the Conference on Information Visualisation (IV '09), 2009

Gaze-Based Focus Adaption in an Information Visualization System
Proceedings of the Conference on Computer Graphics and Visualization and Image Processing (CGVCVIP '09), 2009

Caleydo: Connecting Pathways with Gene Expression
Bioinformatics, 2009

Navigation and Exploration of Interconnected Pathways
Computer Graphics Forum (EuroVis '08), 2008
Theses

Andreas Hinterreiter
Visual Explanations of High-dimensional and Temporal Processes
Johannes Kepler University Linz, PhD Thesis, 2022

Holger Stitz
Interactive Focus+Context Analysis of Time-Series and Provenance Data
Johannes Kepler University Linz, PhD Thesis, 2019

Samuel Gratzl
Visually Guiding Users in Selection, Exploration, and Presentation Tasks
Johannes Kepler University Linz, PhD Thesis, 2017
Book Chapters

Editors:
Foundations of Data Visualization
Chapter: Collaborating Successfully with Domain Experts
Springer, 2020.

Editors:
Foundations of Data Visualization
Chapter: Case Studies for Working with Domain Experts
Springer, 2020.
Commentaries

Points of View: Temporal data
Nature Methods 12, 97, 2015.

Points of View: Bar Charts and Box Plots
Nature Methods 11, 117, 2014.
Editorials
Highlights from the 5th Symposium on Biological Data Visualization: Part 2
BMC Proceedings, 9(Suppl 6):S1, 2015.
Highlights from the 5th Symposium on Biological Data Visualization: Part 1
BMC Bioinformatics, 16(Suppl 11):S1, 2015.

Special Issue on Visual Analytics
IEEE Computer, 46, 7, 2013.
Selected Abstracts and Posters
Interactive Attribution-based Explanations for Image Segmentation
Abstract
Poster
Video
EG Conference on Visualization (EuroVis '22), Rome, IT, 2022.
ConfusionFlow: Visualizing Neural Network Confusion Across Epochs
Abstract
Video
IEEE Conference on Visual Analytics Science and Technology (VAST '18), Berlin, Germany, 2018.
Provenance-Based Visualization Retrieval
Abstract
Poster
Video
IEEE Conference on Visual Analytics Science and Technology (VAST '17), Phoenix, AZ, USA, 2017.
IEEE VAST 2017 Best Poster Award
Taggle: Scaling Table Visualization through Aggregation
Abstract
Poster
Video
IEEE Conference on Information Visualization (InfoVis '17), Phoenix, AZ, USA, 2017.
TaCo: Comparative Visualization of Large Tabular Data
Abstract
Poster
Video
Poster Compendium of the Eurographics/IEEE Symposium on Visualization (EuroVis '16), Groningen, Netherlands, 2016.
Visual Evaluation of Cloud Infrastructure Performance Predictions
Abstract
Poster
IEEE Conference on Information Visualization (InfoVis '16), Baltimore, MD, USA, 2016.
Interactive Visualization of Provenance Graphs for Reproducible Biomedical Research
Abstract
Poster
IEEE Conference on Information Visualization (InfoVis '15), Chicago, IL, USA, 2015.
IEEE InfoVis 2015 Best Poster Award
ThermalPlot: Visualizing Multi-Attribute Time-Series Data Using a Thermal Metaphor
Abstract
Poster
IEEE Conference on Information Visualization (InfoVis '15), Chicago, IL, USA, 2015.
IEEE InfoVis 2015 Honorable Mention Poster Award
Caleydo Web: An Integrated Visual Analysis Platform for Biomedical Data
Abstract
Poster
IEEE Conference on Information Visualization (InfoVis '15), Chicago, IL, USA, 2015.
Transparent Layering for Visualizing Dynamic Graphs Using the Flip Book Metaphor
Abstract
Poster
IEEE Conference on Information Visualization (InfoVis '14), Paris, France, 2014.
ConTour: Data-Driven Exploration of Multi-Relational Datasets for Drug Discovery
Poster
Symposium on Biological Data Visualization (BioVis '14), ISMB, Boston, MA, USA, 2014.
Refinery Platform: A Foundation for Integrative Data Visualization Tools
Poster
Symposium on Biological Data Visualization (BioVis '14), ISMB, Boston, MA, USA, 2014.
Towards a Characterization of Guidance in Visualization
Abstract
Poster
IEEE Conference on Information Visualization (InfoVis '13), Atlanta, GA, USA, 2013.
StratomeX: Guided Visual Exploration for Tumor Subtype Identification in The Cancer Genome Atlas
Abstract
The Cancer Genome Atlas' 2nd Annual Scientific Symposium, Crystal City, VA, USA, 2012.
StratomeX: Enabling Visualization-Driven Cancer Subtype Analysis
Abstract
Poster
IEEE Symposium on Biological Data Visualization (BioVis '12), Seattle, WA, USA, 2012.
Guided Visual Analysis for the Identification of Cancer Subtypes
Abstract
The Cancer Genome Atlas’ Semi-Annual Steering Committee Meeting, Houston, TX, US, 2012.
StratomeX - Integrative Visualization of Tumor Subtypes in Cancer Genomics Data Sets
Abstract
EMBO Workshop on Visualizing Biological Data (VIZBI '12), Heidelberg, Germany, 2012.
Does Software Engineering Pay Off for Research? Lessons Learned from the Caleydo Project
Abstract
Eurographics Workshop on Visual Computing for Biomedicine (VCBM '10), Leipzig, Germany, 2010.
Gene- and Protein Expression Profiling in Liver in a Sepsis-Baboon Model
Conference on SHOCK, 31, 4-4, San Antonio, Texas, USA, 2009.
CALEYDO
Poster
ZMF.Day (Center for Medical Research), Graz, Austria, 2008.
Multiple View Visualization On A Multi Display Setup
Poster
International Workshop on Giga-Pixel Displays & Visual Analytics (GIANT '08), Leeds, UK, 2008.
Interactive Visualization of Metabolic Pathways
Poster
IEEE Conference on Visualization (Vis '07), Sacramento, CA, USA, 2007.