Work with Andreas Holzinger | NotedSource
Andreas Holzinger is a highly accomplished computer
scientist and researcher, with a strong focus on the
intersection of artificial intelligence and human-centered
computing. He holds two PhDs, one in Cognitive Science and
one in Computer Science, both from prestigious
universities in Austria. He has held various academic
positions at universities in Austria and around the world,
including in Canada, Italy, and the United Kingdom.
Holzinger's research interests lie in the development of
cutting-edge technologies for improving human-computer
interaction and decision-making processes. He has
published over 300 scientific papers and has received
numerous awards and honors for his work, including the ACM
Recognition of Service Award and the Austrian Computer
Science Award. He is also a highly sought-after speaker
and has given presentations at many international
conferences and events. In addition to his academic work,
Holzinger is actively involved in industry collaborations,
serving as the leader of the CBmed K1 Center of Excellence
for Biomarker Discovery and the IBM Watson Machine
Learning Group at the Medical University of Graz. He is
also a visiting professor at several universities,
including the University College London and RWTH Aachen.
Overall, Holzinger's diverse education and extensive
experience make him a leading expert in the field of
artificial intelligence and human-computer interaction,
and his contributions have greatly advanced our
understanding and application of these technologies.
https://cv.notedsource.io/me/EOLD724J
Andreas Holzinger
Human-Centered AI Lab, University of Natural Resources and Life Sciences, Vienna, Austria
Research Expertise
Human-Centered AI
Explainable-AI
interactive Machine Learning
Decision Support
trustworthy AI
Education
Cognitive Neuroscience
Computer Science Applications
Neurology
Control and Systems Engineering
Signal Processing
Electrical and Electronic Engineering
Hardware and Architecture
Computer Networks and Communications
Biophysics
Surgery
Artificial Intelligence
Software
Information Systems
Molecular Biology
Applied Mathematics
Structural Biology
Biochemistry
Computational Mathematics
Statistics and Probability
Computational Theory and Mathematics
Human-Computer Interaction
Pollution
Developmental and Educational Psychology
Health Informatics
Health Policy
Management Science and Operations Research
Library and Information Sciences
Media Technology
Genetics
Oncology
Cancer Research
Biotechnology
Bioengineering
Human Factors and Ergonomics
Radiology, Nuclear Medicine and imaging
Physical and Theoretical Chemistry
Computer Vision and Pattern Recognition
Forestry
Nature and Landscape Conservation
Management, Monitoring, Policy and Law
Information Systems and Management
Theoretical Computer Science
Biomedical Engineering
Applied Microbiology and Biotechnology
Pathology and Forensic Medicine
Modeling and Simulation
Computer Graphics and Computer-Aided Design
Analytical Chemistry
Instrumentation
Atomic and Molecular Physics, and Optics
Language and Linguistics
Linguistics and Language
Management Information Systems
Social Psychology
Communication
Organic Chemistry
Spectroscopy
Catalysis
Inorganic Chemistry
Internal Medicine
Histology
Plant Science
Physiology
Cell Biology
Aquatic Science
Safety, Risk, Reliability and Quality
Numerical Analysis
Ecology, Evolution, Behavior and Systematics
About
Andreas Holzinger is a highly accomplished
computer scientist and researcher, with a
strong focus on the intersection of artificial
intelligence and human-centered computing. He
holds two PhDs, one in Cognitive Science and
one in Computer Science, both from prestigious
universities in Austria. He has held various
academic positions at universities in Austria
and around the world, including in Canada,
Italy, and the United Kingdom. Holzinger's
research interests lie in the development of
cutting-edge technologies for improving
human-computer interaction and decision-making
processes. He has published over 300
scientific papers and has received numerous
awards and honors for his work, including the
ACM Recognition of Service Award and the
Austrian Computer Science Award. He is also a
highly sought-after speaker and has given
presentations at many international
conferences and events. In addition to his
academic work, Holzinger is actively involved
in industry collaborations, serving as the
leader of the CBmed K1 Center of Excellence
for Biomarker Discovery and the IBM Watson
Machine Learning Group at the Medical
University of Graz. He is also a visiting
professor at several universities, including
the University College London and RWTH Aachen.
Overall, Holzinger's diverse education and
extensive experience make him a leading expert
in the field of artificial intelligence and
human-computer interaction, and his
contributions have greatly advanced our
understanding and application of these
technologies.
Legacy Map
Full ViewPublications
Usability engineering methods for software
developers
Communications of the ACM
2005
Causability and explainability of
artificial intelligence in medicine
WIREs Data Mining and Knowledge
Discovery
2019
Successful implementation of user-centered
game based learning in higher education:
An example from civil engineering
Computers & Education
2007
Interactive machine learning for health
informatics: when do we need the
human-in-the-loop?
Brain Informatics
2016
“We don’t need OA in our field, everything
is on arXiv”. Nope.
Unknown Venue
2016
Ambient Intelligence in Assisted Living:
Enable Elderly People to Handle Future
Interfaces
Universal Access in Human-Computer
Interaction. Ambient Interaction
2007
Characteristics and Effects of
Person-Centered Technology Enhanced
Learning
Interdisciplinary Applications of the
Person-Centered Approach
2013
Explainable AI: The New 42?
Lecture Notes in Computer Science
2018
Evaluating the Quality of Machine Learning
Explanations: A Survey on Methods and
Metrics
Electronics
2021
From Machine Learning to Explainable AI
2018 World Symposium on Digital
Intelligence for Systems and Machines
(DISA)
2018
Legal, regulatory, and ethical frameworks
for development of standards in artificial
intelligence (AI) and autonomous robotic
surgery
The International Journal of Medical
Robotics and Computer Assisted
Surgery
2019
Augmentor: An Image Augmentation Library
for Machine Learning
The Journal of Open Source
Software
2017
On Some Aspects of Improving Mobile
Applications for the Elderly
Lecture Notes in Computer Science
2007
Measuring the Quality of Explanations: The
System Causability Scale (SCS)
KI - Künstliche Intelligenz
2020
Towards multi-modal causability with Graph
Neural Networks enabling information
fusion for explainable AI
Information Fusion
2021
Mobile Phones as a Challenge for
m-Learning: Examples for Mobile
Interactive Learning Objects (MILOs)
Third IEEE International Conference on
Pervasive Computing and Communications
Workshops
Knowledge Discovery and interactive Data
Mining in Bioinformatics -
State-of-the-Art, future challenges and
research directions
BMC Bioinformatics
2014
Learning performance with interactive
simulations in medical education: Lessons
learned from results of learning complex
physiological models with the
HAEMOdynamics SIMulator
Computers & Education
2009
Current Advances, Trends and Challenges of
Machine Learning and Knowledge Extraction:
From Machine Learning to Explainable AI
Lecture Notes in Computer Science
2018
Biomedical image augmentation using
Augmentor
Bioinformatics
2019
Utilizing Wiki-Systems in higher education
classes: a chance for universal access?
Universal Access in the Information
Society
2008
Interactive machine learning: experimental
evidence for the human in the algorithmic
loop
Applied Intelligence
2018
Human Activity Recognition Using Recurrent
Neural Networks
Lecture Notes in Computer Science
2017
Knowledge Discovery and Data Mining in
Biomedical Informatics: The Future Is in
Integrative, Interactive Machine Learning
Solutions
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
Challenges in the Development and
Evaluation of Immersive Digital
Educational Games
Lecture Notes in Computer Science
2008
Finger Instead of Mouse: Touch Screens as
a Means of Enhancing Universal Access
Lecture Notes in Computer Science
2003
Basiswissen Umwelttechnik Wasser, Luft,
Abfall, Lärm, Umweltrecht Hrsg: Bank,
Matthias
Umweltwissenschaften und
Schadstoff-Forschung
2001
Holzinger, A. (2000).
Basiswissen Multimedia. Band 1:
Technik. Holzinger, A. (2001a).
Basiswissen Multimedia. Band 2:
Lernen.
Holzinger, A. (2001b).
Basiswissen Multimedia. Band 3:
Design.
(besprochen von Frank O. Laus)
Zeitschrift für Pädagogische
Psychologie
2002
Human-Computer Interaction and Knowledge
Discovery (HCI-KDD): What Is the Benefit
of Bringing Those Two Fields to Work
Together?
Availability, Reliability, and Security
in Information Systems and HCI
2013
Explainable AI Methods - A Brief Overview
xxAI - Beyond Explainable AI
2022
Recommender systems in the healthcare
domain: state-of-the-art and research
issues
Journal of Intelligent Information
Systems
2020
Explainable Artificial Intelligence:
Concepts, Applications, Research
Challenges and Visions
Lecture Notes in Computer Science
2020
Medical Technology in Smart Homes:
Exploring the User's Perspective on
Privacy, Intimacy and Trust
2011 IEEE 35th Annual Computer Software
and Applications Conference
Workshops
2011
14 Simple-minded simplicity of simples
Simplifying Complexity
2015
Current State of Agile User-Centered
Design: A Survey
HCI and Usability for e-Inclusion
2009
Investigating Usability Metrics for the
Design and Development of Applications for
the Elderly
Lecture Notes in Computer Science
2008
A new concordant partial AUC and partial c
statistic for imbalanced data in the
evaluation of machine learning algorithms
BMC Medical Informatics and Decision
Making
2020
A glass-box interactive machine learning
approach for solving NP-hard problems with
the human-in-the-loop
Creative Mathematics and
Informatics
2019
Design and development of a mobile
computer application to reengineer
workflows in the hospital and the
methodology to evaluate its effectiveness
Journal of Biomedical Informatics
2011
Making Apps Useable on Multiple Different
Mobile Platforms: On Interoperability for
Business Application Development on
Smartphones
Lecture Notes in Computer Science
2012
Immersive Digital Games: The Interfaces
for Next-Generation E-Learning?
Lecture Notes in Computer Science
2007
Rapid prototyping for a virtual medical
campus interface
IEEE Software
2004
Selection of entropy-measure parameters
for knowledge discovery in heart rate
variability data
BMC Bioinformatics
2014
Combining HCI, Natural Language
Processing, and Knowledge Discovery -
Potential of IBM Content Analytics as an
Assistive Technology in the Biomedical
Field
Human-Computer Interaction and
Knowledge Discovery in Complex,
Unstructured, Big Data
2013
AI for life: Trends in artificial
intelligence for biotechnology
New Biotechnology
2023
Machine Learning for Health Informatics
Lecture Notes in Computer Science
2016
Chances of Increasing Youth Health
Awareness through Mobile Wellness
Applications
HCI in Work and Learning, Life and
Leisure
2010
From cloud computing to mobile Internet,
from user focus to culture and hedonism:
The crucible of mobile health care and
Wellness applications
5th International Conference on
Pervasive Computing and
Applications
2010
Convolutional and Recurrent Neural
Networks for Activity Recognition in Smart
Environment
Towards Integrative Machine Learning
and Knowledge Extraction
2017
From Extreme Programming and Usability
Engineering to Extreme Usability in
Software Engineering Education
(XP+UE→XU)
29th Annual International Computer
Software and Applications Conference
(COMPSAC'05)
Technology acceptability for medical
assistance
Proceedings of the 4th International
ICST Conference on Pervasive Computing
Technologies for Healthcare
2010
Machine Learning and Knowledge Extraction
in Digital Pathology Needs an Integrative
Approach
Towards Integrative Machine Learning
and Knowledge Extraction
2017
Some Aspects of the Development of
Low-Cost Augmented Reality Learning
Environments as Examples for Future
Interfaces in Technology Enhanced Learning
Lecture Notes in Computer Science
2007
Why imaging data alone is not enough:
AI-based integration of imaging, omics,
and clinical data
European Journal of Nuclear Medicine
and Molecular Imaging
2019
Lurking: an underestimated human-computer
phenomenon
IEEE MultiMedia
2005
The Ten Commandments of Ethical Medical AI
Computer
2021
Opinion Mining on the Web 2.0 –
Characteristics of User Generated Content
and Their Impacts
Human-Computer Interaction and
Knowledge Discovery in Complex,
Unstructured, Big Data
2013
The XAOS Metric – Understanding Visual
Complexity as Measure of Usability
HCI in Work and Learning, Life and
Leisure
2010
Toward Human–AI Interfaces to Support
Explainability and Causability in Medical
AI
Computer
2021
Proceedings Seventh Workshop on
Interaction between Compilers and Computer
Architectures. INTERACT-7 2003
Seventh Workshop on Interaction Between
Compilers and Computer Architectures,
2003. INTERACT-7 2003.
Proceedings.
2003
Deep ROC Analysis and AUC as Balanced
Average Accuracy, for Improved Classifier
Selection, Audit and Explanation
IEEE Transactions on Pattern Analysis
and Machine Intelligence
2023
Security Infrastructure
Information Security Management
Handbook, Fourth Edition, Volume 4
2002
An Investigation on Acceptance of
Ubiquitous Devices for the Elderly in a
Geriatric Hospital Environment: Using the
Example of Person Tracking
Lecture Notes in Computer Science
2008
IEEE Computer Society's Computer Magazine
Computer
2016
Visual analytics for concept exploration
in subspaces of patient groups
Brain Informatics
2016
More Than Just a Game: Accessibility in
Computer Games
Lecture Notes in Computer Science
2008
Text Mining of Medical Documents in
Spanish: Semantic Annotation and Detection
of Recommendations
Proceedings of the 16th International
Conference on Web Information Systems
and Technologies
2020
Exploring artificial intelligence for
applications of drones in forest ecology
and management
Forest Ecology and Management
2024
On generating trustworthy counterfactual
explanations
Information Sciences
2024
The underuse of AI in the health sector:
Opportunity costs, success stories, risks
and recommendations
Health and Technology
2023
Expert Systems
2023
Ensemble-GNN: federated ensemble learning
with graph neural networks for disease
module discovery and classification
Bioinformatics
2023
Artificial Intelligence Ethics and Trust:
From Principles to Practice
IEEE Intelligent Systems
2023
Digital Transformation Needs Trustworthy
Artificial Intelligence
Mayo Clinic Proceedings: Digital
Health
2023
Toward human-level concept learning:
Pattern benchmarking for AI algorithms
Patterns
2023
Explainability and causability in digital
pathology
The Journal of Pathology: Clinical
Research
2023
The Cost of Understanding—XAI Algorithms
towards Sustainable ML in the View of
Computational Cost
Computation
2023
Ensemble-GNN: federated ensemble learning
with graph neural networks for disease
module discovery and classification
Unknown Venue
2023
Quod erat demonstrandum? - Towards a
typology of the concept of explanation for
the design of explainable AI
Expert Systems with Applications
2023
Special Issue “Selected Papers from
CD-MAKE 2020 and ARES 2020”
Machine Learning and Knowledge
Extraction
2023
Controllable AI - An Alternative
to Trustworthiness in Complex AI
Systems?
Lecture Notes in Computer Science
2023
Efficient Approximation of Asymmetric
Shapley Values Using Functional
Decomposition
Lecture Notes in Computer Science
2023
Human-in-the-Loop Integration
with Domain-Knowledge Graphs
for Explainable Federated Deep
Learning
Lecture Notes in Computer Science
2023
The Tower of Babel
in Explainable Artificial
Intelligence (XAI)
Lecture Notes in Computer Science
2023
Understanding and Explaining Diagnostic
Paths: Toward Augmented Decision Making
IEEE Computer Graphics and
Applications
2022
Actionable Explainable AI (AxAI): A
Practical Example with Aggregation
Functions for Adaptive Classification and
Textual Explanations for Interpretable
Machine Learning
Machine Learning and Knowledge
Extraction
2022
Interpretable Machine Learning with Brain
Image and Survival Data
BioMedInformatics
2022
The explainability paradox: Challenges for
xAI in digital pathology
Future Generation Computer
Systems
2022
Fairness and Explanation in AI-Informed
Decision Making
Machine Learning and Knowledge
Extraction
2022
Digital Transformation in Smart Farm and
Forest Operations Needs Human-Centered AI:
Challenges and Future Directions
Sensors
2022
Federated Random Forests can improve local
performance of predictive models for
various healthcare applications
Bioinformatics
2022
Information fusion as an integrative
cross-cutting enabler to achieve robust,
explainable, and trustworthy medical
artificial intelligence
Information Fusion
2022
State-of-the-Art Explainability Methods
with Focus on Visual Analytics Showcased
by Glioma Classification
BioMedInformatics
2022
The Next Frontier: AI We Can Really Trust
Communications in Computer and
Information Science
2021
Machine Learning and Knowledge
Extraction to Support Work Safety
for Smart Forest Operations
Lecture Notes in Computer Science
2022
Personas for Artificial Intelligence (AI)
an Open Source Toolbox
IEEE Access
2022
Towards Explainability for AI Fairness
xxAI - Beyond Explainable AI
2022
xxAI - Beyond Explainable Artificial
Intelligence
xxAI - Beyond Explainable AI
2022
Open Data to Support CANCER Science—A
Bioinformatics Perspective on Glioma
Research
Onco
2021
Kandinsky Patterns
Artificial Intelligence
2021
Classification by ordinal sums of
conjunctive and disjunctive functions for
explainable AI and interpretable machine
learning solutions
Knowledge-Based Systems
2021
AI and Big Data in Healthcare: Towards a
More Comprehensive Research Framework for
Multimorbidity
Journal of Clinical Medicine
2021
Explainable AI and Multi-Modal Causability
in Medicine
i-com
2020
Digital Transformation for Sustainable
Development Goals (SDGs) - A Security,
Safety and Privacy Perspective on AI
Lecture Notes in Computer Science
2021
Towards Visual Concept Learning and
Reasoning: On Insights into Representative
Approaches
Intelligent Systems in Industrial
Applications
2021
Verbinden von Natürlicher und Künstlicher
Intelligenz: eine experimentelle
Testumgebung für Explainable AI (xAI)
HMD Praxis der
Wirtschaftsinformatik
2020
Open Data for Differential Network
Analysis in Glioma
International Journal of Molecular
Sciences
2020
Developments in AI and Machine Learning
for Neuroimaging
Artificial Intelligence and Machine
Learning for Digital Pathology
2020
Expectations of Artificial Intelligence
for Pathology
Artificial Intelligence and Machine
Learning for Digital Pathology
2020
Property-Based Testing for Parameter
Learning of Probabilistic Graphical Models
Lecture Notes in Computer Science
2020
The European Legal Framework for Medical
AI
Lecture Notes in Computer Science
2020
Importance of medical data preprocessing
in predictive modeling and risk factor
discovery for the frailty syndrome
BMC Medical Informatics and Decision
Making
2019
Developments in Transduction, Connectivity
and AI/Machine Learning for Point-of-Care
Testing
Sensors
2019
KANDINSKY Patterns as IQ-Test for Machine
Learning
Lecture Notes in Computer Science
2019
Metabolic syndrome in hypertensive women
in the age of menopause: a case study on
data from general practice electronic
health records
BMC Medical Informatics and Decision
Making
2018
Explainable AI (ex-AI)
Informatik-Spektrum
2018
In silico cancer research towards 3R
BMC Cancer
2018
Virtual autopsy: Machine Learning and
Artificial Intelligence provide new
opportunities for investigating minimal
tumor burden and therapy resistance by
cancer patients
Autopsy and Case Reports
2018
Machine Learning Enhanced Virtual Autopsy
Autopsy and Case Reports
2017
Introduction to MAchine Learning &
Knowledge Extraction (MAKE)
Machine Learning and Knowledge
Extraction
2017
Ambient Assisted Living Technologies from
the Perspectives of Older People and
Professionals
Lecture Notes in Computer Science
2017
DO NOT DISTURB? Classifier Behavior on
Perturbed Datasets
Lecture Notes in Computer Science
2017
Gesture-Based Interactions in Video Games
with the Leap Motion Controller
Human-Computer Interaction. User
Interface Design, Development and
Multimodality
2017
IT in Biology & Medical Informatics:
On the Challenge of Understanding the Data
Ecosystem
Information Technology in Bio- and
Medical Informatics
2017
On the Challenges and Opportunities in
Visualization for Machine Learning and
Knowledge Extraction: A Research Agenda
Lecture Notes in Computer Science
2017
The More the Merrier - Federated Learning
from Local Sphere Recommendations
Lecture Notes in Computer Science
2017
The Effect of Threshold Values and
Weighting Factors on the Association
between Entropy Measures and Mortality
after Myocardial Infarction in the Cardiac
Arrhythmia Suppression Trial (CAST)
Entropy
2016
A new microscopic method to analyse
desiccation‐induced volume changes in
aeroterrestrial green algae
Journal of Microscopy
2016
A Tutorial on Machine Learning and Data
Science Tools with Python
Lecture Notes in Computer Science
2016
In silico modeling for tumor growth
visualization
BMC Systems Biology
2016
Integrating Open Data on Cancer in Support
to Tumor Growth Analysis
Information Technology in Bio- and
Medical Informatics
2016
Interactive Machine Learning (iML)
Informatik-Spektrum
2015
Knowledge Discovery from Complex High
Dimensional Data
Solving Large Scale Learning Tasks.
Challenges and Algorithms
2016
Machine Learning and Data Mining Methods
for Managing Parkinson’s Disease
Lecture Notes in Computer Science
2016
Machine Learning for In Silico Modeling of
Tumor Growth
Lecture Notes in Computer Science
2016
Machine Learning for Health Informatics
Lecture Notes in Computer Science
2016
Ontology-Guided Principal Component
Analysis: Reaching the Limits of the
Doctor-in-the-Loop
Information Technology in Bio- and
Medical Informatics
2016
Data Management Technologies and
Applications
Communications in Computer and
Information Science
2016
Preface
2015 IEEE 14th International Conference
on Machine Learning and Applications
(ICMLA)
2015
Reasoning Under Uncertainty: Towards
Collaborative Interactive Machine Learning
Lecture Notes in Computer Science
2016
Recommender Systems for Health
Informatics: State-of-the-Art and Future
Perspectives
Lecture Notes in Computer Science
2016
The Right to Be Forgotten: Towards Machine
Learning on Perturbed Knowledge Bases
Lecture Notes in Computer Science
2016
Towards interactive Machine Learning
(iML): Applying Ant Colony Algorithms to
Solve the Traveling Salesman Problem with
the Human-in-the-Loop Approach
Lecture Notes in Computer Science
2016
Tumor Growth Simulation Profiling
Information Technology in Bio- and
Medical Informatics
2016
A Domain-Expert Centered Process Model for
Knowledge Discovery in Medical Research:
Putting the Expert-in-the-Loop
Brain Informatics and Health
2015
Analysis of Patient Groups and
Immunization Results Based on Subspace
Clustering
Brain Informatics and Health
2015
Desiccation tolerance in the chlorophyte
green alga Ulva compressa: does cell wall
architecture contribute to ecological
success?
Planta
2015
Desiccation tolerance in the streptophyte
green alga Klebsormidium: The role
of phytohormones
Communicative & Integrative
Biology
2015
Detection of Diabetic Retinopathy and
Maculopathy in Eye Fundus Images Using
Fuzzy Image Processing
Brain Informatics and Health
2015
From Smart Health to Smart Hospitals
Smart Health
2015
Information Technology in Bio- and Medical
Informatics
Lecture Notes in Computer Science
2015
Integrated web visualizations for
protein-protein interaction databases
BMC Bioinformatics
2015
Introduction to the special issue on
“interactive data analysis”
Information Processing &
Management
2015
Interactive and Iterative Annotation for
Biomedical Entity Recognition
Brain Informatics and Health
2015
Introduction to the Special Issue on
Physiological Computing for Human-Computer
Interaction
ACM Transactions on Computer-Human
Interaction
2015
Localization and Quantification of Callose
in the Streptophyte Green
AlgaeZygnemaandKlebsormidium:
Correlation with Desiccation Tolerance
Plant and Cell Physiology
2015
Medicine and Health Care as a Data
Problem: Will Computers Become Better
Medical Doctors?
Smart Health
2015
Photosynthetic efficiency, desiccation
tolerance and ultrastructure in two
phylogenetically distinct strains of
alpine Zygnema sp. (Zygnematophyceae,
Streptophyta): role of pre-akinete
formation
Protoplasma
2014
Smart Health
Lecture Notes in Computer Science
2015
State-of-the-Art and Future Challenges in
the Integration of Biobank Catalogues
Smart Health
2015
Towards Personalization of Diabetes
Therapy Using Computerized Decision
Support and Machine Learning: Some Open
Problems and Challenges
Smart Health
2015
Using WCAG 2.0 and Heuristic Evaluation to
Evaluate Accessibility in Educational Web
Based Pages
Communications in Computer and
Information Science
2015
Witnesses for the Doctor in the Loop
Brain Informatics and Health
2015
Analysis of biomedical data with
multilevel glyphs
BMC Bioinformatics
2014
Big Complex Biomedical Data: Towards a
Taxonomy of Data
E-Business and Telecommunications
2014
Biobanks – A Source of Large Biological
Data Sets: Open Problems and Future
Challenges
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
Biomedical Informatics
Unknown Venue
2014
Biomedical Text Mining: State-of-the-Art,
Open Problems and Future Challenges
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
Casebook: a virtual patient iPad
application for teaching decision-making
through the use of electronic health
records
BMC Medical Informatics and Decision
Making
2014
Computational approaches for mining user’s
opinions on the Web 2.0
Information Processing &
Management
2014
Darwin or Lamarck? Future Challenges in
Evolutionary Algorithms for Knowledge
Discovery and Data Mining
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
Darwin, Lamarck, or Baldwin: Applying
Evolutionary Algorithms to Machine
Learning Techniques
2014 IEEE/WIC/ACM International Joint
Conferences on Web Intelligence (WI) and
Intelligent Agent Technologies
(IAT)
2014
Development and evaluation of an
e-learning course for deaf and hard of
hearing based on the advanced Adapted
Pedagogical Index method
Interactive Learning Environments
2012
Enhancing Interdisciplinary Cooperation by
Social Platforms
Lecture Notes in Computer Science
2014
Enhancing Patient Safety through
Human-Computer Information Retrieval on
the Example of German-Speaking Surgical
Reports
2014 25th International Workshop on
Database and Expert Systems
Applications
2014
Enhancing universal access: deaf and hard
of hearing people on social networking
sites
Universal Access in the Information
Society
2014
Entropy-Based Data Mining on the Example
of Cardiac Arrhythmia Suppression
Brain Informatics and Health
2014
Extravaganza Tutorial on Hot Ideas for
Interactive Knowledge Discovery and Data
Mining in Biomedical Informatics
Brain Informatics and Health
2014
Functional and genetic analysis of the
colon cancer network
BMC Bioinformatics
2014
Interactive Knowledge Discovery and Data
Mining in Biomedical Informatics
Lecture Notes in Computer Science
2014
Knowledge Discovery and Visualization of
Clusters for Erythromycin Related Adverse
Events in the FDA Drug Adverse Event
Reporting System
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
Knowledge discovery of drug data on the
example of adverse reaction prediction
BMC Bioinformatics
2014
Lecture 2 Fundamentals of Data,
Information, and Knowledge
Biomedical Informatics
2014
Lecture 4 Biomedical Databases:
Acquisition, Storage, Information
Retrieval, and Use
Biomedical Informatics
2014
Lecture 6 Multimedia Data Mining and
Knowledge Discovery
Biomedical Informatics
2014
Mobile Computing is not Always
Advantageous: Lessons Learned from a
Real-World Case Study in a Hospital
Advanced Information Systems
Engineering
2014
Multi-touch Graph-Based Interaction for
Knowledge Discovery on Mobile Devices:
State-of-the-Art and Future Challenges
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
Nitrogen Limitation and Slow Drying Induce
Desiccation Tolerance in Conjugating Green
Algae (Zygnematophyceae, Streptophyta)
from Polar Habitats
PLoS ONE
2014
On Computationally-Enhanced Visual
Analysis of Heterogeneous Data and Its
Application in Biomedical Informatics
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
On Entropy-Based Data Mining
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
On Graph Extraction from Image Data
Brain Informatics and Health
2014
On Patient’s Characteristics Extraction
for Metabolic Syndrome Diagnosis:
Predictive Modelling Based on Machine
Learning
Information Technology in Bio- and
Medical Informatics
2014
On Terrain Coverage Optimization by Using
a Network Approach for Universal
Graph-Based Data Mining and Knowledge
Discovery
Brain Informatics and Health
2014
On Topological Data Mining
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
On the Generation of Point Cloud Data
Sets: Step One in the Knowledge Discovery
Process
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
On the Usage of Health Records for the
Teaching of Decision-Making to Students of
Medicine
The New Development of Technology
Enhanced Learning
2014
From Computer Innovation to Human
Integration: Current Trends and Challenges
for Pervasive HealthTechnologies
Pervasive Health
2014
Pervasive Health
Human–Computer Interaction Series
2014
Phylogenetic position of
Z ygogonium ericetorum
(Z ygnematophyceae,
C harophyta) from a high alpine
habitat and ultrastructural
characterization of unusual aplanospores
Journal of Phycology
2014
Physiological Computing Systems
Lecture Notes in Computer Science
2014
Protecting Anonymity in Data-Driven
Biomedical Science
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
The fine art of user-centered software
development
Software Quality Journal
2014
Towards Interactive Visualization of
Longitudinal Data to Support Knowledge
Discovery on Multi-touch Tablet Computers
Advanced Information Systems
Engineering
2014
Towards a Low-Cost Mobile Subcutaneous
Vein Detection Solution Using
Near-Infrared Spectroscopy
The Scientific World Journal
2014
Transcriptomics of Desiccation Tolerance
in the Streptophyte Green Alga
Klebsormidium Reveal a Land Plant-Like
Defense Reaction
PLoS ONE
2014
Visual Data Mining: Effective Exploration
of the Biological Universe
Interactive Knowledge Discovery and
Data Mining in Biomedical
Informatics
2014
Acceptance of Telemedical Treatments – A
Medical Professional Point of View
Human Interface and the Management of
Information. Information and Interaction
for Health, Safety, Mobility and Complex
Environments
2013
Influence of Organizational Culture and
Communication on the Successful
Implementation of Information Technology
in Hospitals
Cross-Cultural Design. Cultural
Differences in Everyday Life
2013
Integrating User-centred Design in an
Early Stage of Mobile Medical Application
Prototyping - A Case Study on Data
Acquistion in Health Organisations
Proceedings of the 4th International
Conference on Data Communication
Networking, 10th International
Conference on e-Business and 4th
International Conference on Optical
Communication Systems
2013
Introducing an Information System for
Successful Support of Selective Attention
in Online Courses
Universal Access in Human-Computer
Interaction. Applications and Services
for Quality of Life
2013
KNODWAT: A scientific framework
application for testing knowledge
discovery methods for the biomedical
domain
BMC Bioinformatics
2013
On the usage of health records for the
design of virtual patients: a systematic
review
BMC Medical Informatics and Decision
Making
2013
Quality-Based Knowledge Discovery from
Medical Text on the Web
Intelligent Systems Reference
Library
2013
Reprint of: Computational approaches for
mining user’s opinions on the Web 2.0
Information Processing &
Management
2015
Wave reflection quantification based on
pressure waveforms alone—Methods,
comparison, and clinical covariates
Computer Methods and Programs in
Biomedicine
2013
Web analytics of user path tracing and a
novel algorithm for generating
recommendations in Open Journal Systems
Online Information Review
2013
A Systematic Success Factor Analysis in
the Context of Enterprise 2.0: Results of
an Exploratory Analysis Comprising Digital
Immigrants and Digital Natives
Lecture Notes in Business Information
Processing
2012
An Answer to “Who Needs a Stylus?” on
Handwriting Recognition on Mobile Devices
E-Business and Telecommunications
2012
ArchaeoApp Rome Edition (AARE): Making
Invisible Sites Visible - e-Business
Aspects of Historic Knowledge Discovery
via Mobile Devices
Proceedings of the International
Conference on Data Communication
Networking, e-Business and Optical
Communication Systems
2012
Assessment for/as Learning: Integrated
Automatic Assessment in Complex Learning
Resources for Self-Directed Learning
2012 Sixth International Conference on
Complex, Intelligent, and Software
Intensive Systems
2012
Computational Sensemaking on Examples of
Knowledge Discovery from Neuroscience
Data: Towards Enhancing Stroke
Rehabilitation
Information Technology in Bio- and
Medical Informatics
2012
Disease-Disease Relationships for
Rheumatic Diseases: Web-Based Biomedical
Textmining an Knowledge Discovery to
Assist Medical Decision Making
2012 IEEE 36th Annual Computer Software
and Applications Conference
2012
Ecophysiology and ultrastructure of
Ancylonema nordenskiöldii (Zygnematales,
Streptophyta), causing brown ice on
glaciers in Svalbard (high arctic)
Polar Biology
2011
How usage context shapes evaluation and
adoption criteria in different
technologies
Advances in Usability Evaluation Part
II
2012
MashUps for e-Learning 2.0 simple Personal
Learning Environments (PLE) for frequent
computer users
WIT Transactions on Engineering
Sciences
2012
Modeling, design, development and
evaluation of a hypervideo presentation
for digital systems teaching and learning
Multimedia Tools and Applications
2010
On Complexity Reduction of User Interfaces
for Safety-Critical Systems
Lecture Notes in Computer Science
2012
On Using Entropy for Enhancing Handwriting
Preprocessing
Entropy
2012
Optimization of a Handwriting Recognition
Algorithm for a Mobile Enterprise Health
Information System on the Basis of
Real-Life Usability Research
Communications in Computer and
Information Science
2012
Sign Language Multimedia Based Interaction
for Aurally Handicapped People
Lecture Notes in Computer Science
2012
Structures of Chlorophyll Catabolites in
Bananas (Musa acuminata) Reveal a
Split Path of Chlorophyll Breakdown in a
Ripening Fruit
Chemistry – A European Journal
2012
Using Mixed Node Publication Network
Graphs for Analyzing Success in
Interdisciplinary Teams
Active Media Technology
2012
Online and Offline Determination of QT and
PR Interval and QRS Duration in
Electrocardiography
Pervasive Computing and the Networked
World
2013
Accessible and Collaborative Moodle-based
Learning Management Environment for Web
Users with Varying Degrees of Hearing
Computers and Advanced Technology in
Education
2011
Conformity with User Expectations on the
Web: Are There Cultural Differences for
Design Principles?
Lecture Notes in Computer Science
2011
DESICCATION STRESS CAUSES STRUCTURAL AND
ULTRASTRUCTURAL ALTERATIONS IN THE
AEROTERRESTRIAL GREEN ALGA KLEBSORMIDIUM
CRENULATUM (KLEBSORMIDIOPHYCEAE,
STREPTOPHYTA) ISOLATED FROM AN ALPINE SOIL
CRUST1
Journal of Phycology
2011
EduPunks and Learning Management Systems –
Conflict or Chance?
Hybrid Learning
2011
Improving multimodal web accessibility for
deaf people: sign language interpreter
module
Multimedia Tools and Applications
2010
Informatics as Semiotics Engineering:
Lessons Learned from Design, Development
and Evaluation of Ambient Assisted Living
Applications for Elderly People
Lecture Notes in Computer Science
2011
Investigating paper vs. screen in
real-life hospital workflows: Performance
contradicts perceived superiority of paper
in the user experience
International Journal of Human-Computer
Studies
2011
Navigational User Interface Elements on
the Left Side: Intuition of Designers or
Experimental Evidence?
Human-Computer Interaction – INTERACT
2011
2011
Optimizing Long-Term Treatment of
Rheumatoid Arthritis with Systematic
Documentation
Proceedings of the 5th International
ICST Conference on Pervasive Computing
Technologies for Healthcare
2011
Perceived Usefulness of Assistive
Technologies and Electronic Services for
Ambient Assisted Living
Proceedings of the 5th International
ICST Conference on Pervasive Computing
Technologies for Healthcare
2011
Shadow Expert Technique (SET) for
Interaction Analysis in Educational
Systems
Lecture Notes in Computer Science
2011
The effect of previous exposure to
technology on acceptance and its
importance in usability and accessibility
engineering
Universal Access in the Information
Society
2010
Human–Computer Interaction for Medicine
and Health Care (HCI4MED): Towards making
Information usable
International Journal of Human-Computer
Studies
2010
Mental Models of Menu Structures in
Diabetes Assistants
Lecture Notes in Computer Science
2010
Perceived usefulness among elderly people:
Experiences and lessons learned during the
evaluation of a wrist device
Proceedings of the 4th International
ICST Conference on Pervasive Computing
Technologies for Healthcare
2010
Towards life long learning: three models
for ubiquitous applications
Wireless Communications and Mobile
Computing
2008
A Study on the Compatibility of Ubiquitous
Learning (u-Learning) Systems at
University Level
Lecture Notes in Computer Science
2009
Accessible Multimodal Web Pages with Sign
Language Translations for Deaf and Hard of
Hearing Users
2009 20th International Workshop on
Database and Expert Systems
Application
2009
Emotion Detection: Application of the
Valence Arousal Space for Rapid Biological
Usability Testing to Enhance Universal
Access
Universal Access in Human-Computer
Interaction. Addressing Diversity
2009
A Mixed-Method Approach on Digital
Educational Games for K12: Gender,
Attitudes and Performance
HCI and Usability for e-Inclusion
2009
Java's alternatives and the limitations of
Java when writing cross-platform
applications for mobile devices in the
medical domain
Proceedings of the ITI 2009 31st
International Conference on Information
Technology Interfaces
2009
M-Learning in the Field
Looking Toward the Future of
Technology-Enhanced Education
Message from SECUSAB Workshop Co-chairs
2009 International Conference on
Availability, Reliability and
Security
2009
The modeling of harmonious color
combinations for improved usability and UX
Proceedings of the ITI 2009 31st
International Conference on Information
Technology Interfaces
2009
An investigation of finger versus stylus
input in medical scenarios
ITI 2008 - 30th International
Conference on Information Technology
Interfaces
2008
Adaptive multimedia presentations enabling
universal access in technology enhanced
situational learning
Universal Access in the Information
Society
2008
Care2x in Medical Informatics Education
Online and Distance Learning
Care2x in Medical Informatics Education
Medical Informatics
Design, development and evaluation of
online interactive simulation software for
learning human genetics
e & i Elektrotechnik und
Informationstechnik
2008
Effects of arc3, arc5 and
arc6 Mutations on Plastid
Morphology and Stromule Formation in Green
and Nongreen Tissues of
Arabidopsis thaliana†
Photochemistry and Photobiology
2008
Examples of using technology in teaching
Human—Computer Interaction
according to the Bologna process
ITI 2008 - 30th International
Conference on Information Technology
Interfaces
2008
Hemodynamic models for education in
physiology
Mathematics and Computers in
Simulation
2008
From Cultural to Individual Adaptive
End-User Interfaces: Helping People with
Special Needs
Lecture Notes in Computer Science
2008
Universal access to technology-enhanced
learning
Universal Access in the Information
Society
2008
Useful oblivion versus Information
Overload in e-learning examples in the
context of Wiki systems
ITI 2008 - 30th International
Conference on Information Technology
Interfaces
2008
Workshop on intelligent user interfaces
for ambient assisted living
Proceedings of the 13th international
conference on Intelligent user
interfaces
2008
Interactive Analysis and Visualization of
Macromolecular Interfaces between Proteins
HCI and Usability for Medicine and
Health Care
Mobile computer Web-application design in
medicine: some research based guidelines
Universal Access in the Information
Society
2007
Semantische Informationsextraktion in
medizinischen Informationssystemen
Informatik-Spektrum
2007
Web 2.0 Technology: Future Interfaces for
Technology Enhanced Learning?
Lecture Notes in Computer Science
2007
A Lattice Boltzmann Model for pulsative
blood flow in elastic vessels
e & i Elektrotechnik und
Informationstechnik
2006
An Object-Oriented Approach to Manage
E-Learning Content Using Learning Objects
Handbook of Research on Informatics in
Healthcare and Biomedicine
2006
Care2x in Medical Informatics Education
Handbook of Research on Informatics in
Healthcare and Biomedicine
2006
People with Motor and Mobility Impairment:
Innovative Multimodal Interfaces to
Wheelchairs
Lecture Notes in Computer Science
2006
New Computing in Medical Informatics and
Healthcare
e & i Elektrotechnik und
Informationstechnik
2006
Security aspects of ubiquitous computing
in health care
e & i Elektrotechnik und
Informationstechnik
2006
Usability of image fusion: optimal
opacification of vessels and squamous cell
carcinoma in CT scans
e & i Elektrotechnik und
Informationstechnik
2006
XP + UE → XU Praktische Erfahrungen mit
eXtreme Usability
Informatik-Spektrum
2006
Lifelong-learning support by m-learning
eLearn
2005
Designing Web-Applications for Mobile
Computers: Experiences with Applications
to Medicine
User-Centered Interaction Paradigms for
Universal Access in the Information
Society
2004
The Effect of Ultraviolet Radiation on
Ultrastructure and Photosynthesis in the
Red Macroalgae Palmaria palmata and
Odonthalia dentata from Arctic
Waters
Plant Biology
2004
User-Centered Interface Design for
Disabled and Elderly People: First
Experiences with Designing a Patient
Communication System (PACOSY)
Lecture Notes in Computer Science
2002
Education
Technische Universitat Graz
Second PhD (Habilitation), Computer Science / November, 2003
Graz
Karl-Franzens-Universitat Graz
PhD, Cognitive Science / November, 1998
Graz
Experience
University of Natural Resources and Life Sciences
Full Professor for digital transformation in smart farm and forest operations / March, 2022 — Present
Alberta Machine Intelligence Institute
Visiting Professor for xAI / February, 2019 — Present
Medical University Graz
Head of Research Unit / January, 2010 — Present
Technische Universitat Graz
Assoc. Prof. / November, 2003 — Present
Technische Universität Wien
Visiting Professor "machine learning for health informatics" / March, 2016 — June, 2021
Visiting Professor / October, 2005 — March, 2006
Università degli Studi di Verona Dipartimento di Informatica
Visiting Professor for Machine Learning & Knowledge Extraction / March, 2017 — June, 2017
Wirtschaftsuniversität Wien
Visiting Professor / October, 2006 — September, 2016
CBmed K1 Center of Excellence for Biomarker Discovery
Leader / March, 2015 — March, 2016
Medical University of Graz
IBM Watson Machine Learning Group / June, 2013 — March, 2015
University College London
Visiting Professor / February, 2012 — May, 2012
RWTH Aachen
Visiting Professor / September, 2011 — January, 2012
Middlesex University
Visiting Professor / January, 2007 — March, 2007
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