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List of works by Andreas Holzinger

A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-Loop

scientific article published in 2015

A Practical tutorial on Explainable AI Techniques

scientific article published on 12 June 2024

A Study on the Compatibility of Ubiquitous Learning (u-Learning) Systems at University Level

A Systematic Success Factor Analysis in the Context of Enterprise 2.0: Results of an Exploratory Analysis Comprising Digital Immigrants and Digital Natives

scientific article published in 2012

A Tutorial on Machine Learning and Data Science Tools with Python

scientific article published in 2016

A glass-box interactive machine learning approach for solving NP-hard problems with the human-in-the-loop ⬇️

scientific article published on 3 August 2017

A new microscopic method to analyse desiccation-induced volume changes in aeroterrestrial green algae

scientific article published on 14 April 2016

Acceptance of Telemedical Treatments – A Medical Professional Point of View

scientific article published in 2013

Accessible Multimodal Web Pages with Sign Language Translations for Deaf and Hard of Hearing Users

scientific article published in 2009

Accessible and Collaborative Moodle-based Learning Management Environment for Web Users with Varying Degrees of Hearing

scientific article published in 2011

Adaptive multimedia presentations enabling universal access in technology enhanced situational learning

scientific article published on 10 April 2008

Ambient Assisted Living Technologies from the Perspectives of Older People and Professionals

scientific article published in 2017

Ambient Intelligence in Assisted Living: Enable Elderly People to Handle Future Interfaces

An Answer to “Who Needs a Stylus?” on Handwriting Recognition on Mobile Devices

scientific article published in 2012

An Object-Oriented Approach to Manage E-Learning Content Using Learning Objects

An investigation of finger versus stylus input in medical scenarios

scientific article published in June 2008

Analysis of Patient Groups and Immunization Results Based on Subspace Clustering

scientific article published in 2015

Analysis of biomedical data with multilevel glyphs

scientific article

Assessment for/as Learning: Integrated Automatic Assessment in Complex Learning Resources for Self-Directed Learning

scientific article published in July 2012

Augmentor: An Image Augmentation Library for Machine Learning

scientific article published on 4 November 2017

Big Complex Biomedical Data: Towards a Taxonomy of Data

article published in 2014

Biobanks – A Source of Large Biological Data Sets: Open Problems and Future Challenges

article by Berthold Huppertz & Andreas Holzinger published 2014 in Lecture Notes in Computer Science

Biomedical Informatics

scientific article published in 2014

Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges

Care2x in Medical Informatics Education

Care2x in Medical Informatics Education

scientific article

Care2x in Medical Informatics Education

Casebook: a virtual patient iPad application for teaching decision-making through the use of electronic health records

scientific article published on 7 August 2014

Causability and explainability of artificial intelligence in medicine

scientific article published on 02 April 2019

Combining HCI, Natural Language Processing, and Knowledge Discovery - Potential of IBM Content Analytics as an Assistive Technology in the Biomedical Field

scientific article (publication date: 2013)

Computational Sensemaking on Examples of Knowledge Discovery from Neuroscience Data: Towards Enhancing Stroke Rehabilitation

scientific article published in 2012

Computational approaches for mining user’s opinions on the Web 2.0

Conformity with User Expectations on the Web: Are There Cultural Differences for Design Principles?

scientific article published in 2011

Current Advances, Trends and Challenges of Machine Learning and Knowledge Extraction: From Machine Learning to Explainable AI

scientific article published in 2018

DESICCATION STRESS CAUSES STRUCTURAL AND ULTRASTRUCTURAL ALTERATIONS IN THE AEROTERRESTRIAL GREEN ALGA KLEBSORMIDIUM CRENULATUM (KLEBSORMIDIOPHYCEAE, STREPTOPHYTA) ISOLATED FROM AN ALPINE SOIL CRUST(1).

scientific article published on 11 April 2011

DO NOT DISTURB? Classifier Behavior on Perturbed Datasets

scientific article published in 2017

Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining

Darwin, Lamarck, or Baldwin: Applying Evolutionary Algorithms to Machine Learning Techniques

scientific article published in August 2014

Desiccation tolerance in the chlorophyte green alga Ulva compressa: does cell wall architecture contribute to ecological success?

scientific article published on 21 April 2015

Desiccation tolerance in the streptophyte green alga Klebsormidium: The role of phytohormones.

scientific article published in July 2015

Design and development of a mobile computer application to reengineer workflows in the hospital and the methodology to evaluate its effectiveness

scientific article published on 26 July 2011

Designing Web-Applications for Mobile Computers: Experiences with Applications to Medicine

scientific article published in 2004

Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Fuzzy Image Processing

scientific article published in 2015

Development and evaluation of an e-learning course for deaf and hard of hearing based on the advanced Adapted Pedagogical Index method

scientific article published on 20 January 2012

Developments in Transduction, Connectivity and AI/Machine Learning for Point-of-Care Testing

scientific article published on 23 April 2019

Disease-Disease Relationships for Rheumatic Diseases: Web-Based Biomedical Textmining an Knowledge Discovery to Assist Medical Decision Making

scientific article published in July 2012

Ecophysiology and ultrastructure of Ancylonema nordenskiöldii (Zygnematales, Streptophyta), causing brown ice on glaciers in Svalbard (high arctic)

scientific article published on 30 November 2011

EduPunks and Learning Management Systems – Conflict or Chance?

Emotion Detection: Application of the Valence Arousal Space for Rapid Biological Usability Testing to Enhance Universal Access

Enhancing Interdisciplinary Cooperation by Social Platforms

scientific article published in 2014

Enhancing Patient Safety through Human-Computer Information Retrieval on the Example of German-Speaking Surgical Reports

scientific article published in September 2014

Enhancing universal access: deaf and hard of hearing people on social networking sites

scientific article published on 17 April 2014

Entropy-Based Data Mining on the Example of Cardiac Arrhythmia Suppression

Examples of using technology in teaching Human—Computer Interaction according to the Bologna process

scientific article published in June 2008

Explainable AI (ex-AI)

scientific article published in April 2018

Explainable AI: The New 42?

scientific article published in 2018

Extravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical Informatics

Finger Instead of Mouse: Touch Screens as a Means of Enhancing Universal Access

From Computer Innovation to Human Integration: Current Trends and Challenges for Pervasive HealthTechnologies

scientific article published in 2014

From Smart Health to Smart Hospitals

scientific article published in 2015

From cloud computing to mobile Internet, from user focus to culture and hedonism: The crucible of mobile health care and Wellness applications

scientific article published in December 2010

Functional and genetic analysis of the colon cancer network

scientific article

Gesture-Based Interactions in Video Games with the Leap Motion Controller

scientific article published in 2017

Human Activity Recognition Using Recurrent Neural Networks

scientific article published in 2017

Human–Computer Interaction for Medicine and Health Care (HCI4MED): Towards making Information usable

scientific article published in June 2010

IT in Biology & Medical Informatics: On the Challenge of Understanding the Data Ecosystem

scientific article published in 2017

Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome

scientific article published on 18 February 2019

Improving multimodal web accessibility for deaf people: sign language interpreter module

scientific article published on 15 April 2010

In silico cancer research towards 3R.

scientific article published on 12 April 2018

In silico modeling for tumor growth visualization

scientific article published on 8 August 2016

Influence of Organizational Culture and Communication on the Successful Implementation of Information Technology in Hospitals

article

Informatics as Semiotics Engineering: Lessons Learned from Design, Development and Evaluation of Ambient Assisted Living Applications for Elderly People

scientific article published in 2011

Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence

scientific article published in 2022

Integrated web visualizations for protein-protein interaction databases

scientific article published on 16 June 2015

Integrating Open Data on Cancer in Support to Tumor Growth Analysis

article

Interactive Machine Learning (iML)

scientific article published on 29 November 2015

Interactive and Iterative Annotation for Biomedical Entity Recognition

scientific article published in 2015

Interactive machine learning for health informatics: when do we need the human-in-the-loop?

scientific article

Interactive machine learning: experimental evidence for the human in the algorithmic loop

scientific article published on 7 December 2018

Interpretable Machine Learning with Brain Image and Survival Data

scientific article published in 2022

Introducing an Information System for Successful Support of Selective Attention in Online Courses

scientific article published in 2013

Introduction to MAchine Learning & Knowledge Extraction (MAKE)

scientific article published on 3 July 2017

Introduction to the Special Issue on Physiological Computing for Human-Computer Interaction

scientific article published on 14 January 2015

Introduction to the Special Thematic Session: Human–Computer Interaction and Usability for Elderly (HCI4AGING)

scholarly article published in Lecture Notes in Computer Science

Introduction to the special issue on “interactive data analysis”

scientific article published in March 2015

Intuitive E-Teaching by Using Combined HCI Devices: Experiences with Wiimote Applications

Investigating paper vs. screen in real-life hospital workflows: Performance contradicts perceived superiority of paper in the user experience

scientific article published in August 2011

Java's alternatives and the limitations of Java when writing cross-platform applications for mobile devices in the medical domain

scientific article published in June 2009

KNODWAT: a scientific framework application for testing knowledge discovery methods for the biomedical domain

scientific article (publication date: 13 June 2013)

Knowledge Discovery and Data Mining in Biomedical Informatics: The Future Is in Integrative, Interactive Machine Learning Solutions

scholarly article by Andreas Holzinger & Igor Jurisica published 2014 in Lecture Notes in Computer Science

Knowledge Discovery and Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System

scientific article published in 2014

Knowledge Discovery and interactive Data Mining in Bioinformatics--State-of-the-Art, future challenges and research directions

scientific article

Knowledge Discovery from Complex High Dimensional Data

Knowledge discovery of drug data on the example of adverse reaction prediction

scientific article published on 16 May 2014

Learning performance with interactive simulations in medical education: Lessons learned from results of learning complex physiological models with the HAEMOdynamics SIMulator

scientific article published in February 2009

Lecture 2 Fundamentals of Data, Information, and Knowledge

Lecture 4 Biomedical Databases: Acquisition, Storage, Information Retrieval, and Use

scientific article published in 2014

Lecture 6 Multimedia Data Mining and Knowledge Discovery

Lifelong-learning support by m-learning

scientific article published in November 2005

Machine Learning and Data Mining Methods for Managing Parkinson’s Disease

scholarly article by Dragana Miljkovic et al published 2016 in Lecture Notes in Computer Science

Machine Learning for Health Informatics

scientific article published in 2016

Machine Learning for In Silico Modeling of Tumor Growth

scientific article published in 2016

Machine learning enhanced virtual autopsy

scientific article published in October 2017

MashUps for e-Learning 2.0 simple Personal Learning Environments (PLE) for frequent computer users

scientific article published on 3 December 2012

Measuring the Quality of Explanations: The System Causability Scale (SCS): Comparing Human and Machine Explanations

scientific article published on 21 January 2020

Medical Technology in Smart Homes: Exploring the User's Perspective on Privacy, Intimacy and Trust

scientific article published in July 2011

Medicine and Health Care as a Data Problem: Will Computers Become Better Medical Doctors?

scientific article published in 2015

Mental Models of Menu Structures in Diabetes Assistants

scientific article published in 2010

Metabolic syndrome in hypertensive women in the age of menopause: a case study on data from general practice electronic health records.

scientific article published on 2 April 2018

Mixing Content and Endless Collaboration – MashUps: Towards Future Personal Learning Environments

scientific article published in 2009

Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital

scientific article published in 2014

Mobile computer Web-application design in medicine: some research based guidelines

scientific article published on 20 April 2007

Modeling Elastic Vessels with the LBGK Method in Three Dimensions

Modeling, design, development and evaluation of a hypervideo presentation for digital systems teaching and learning

scientific article published in December 2010

Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges

scientific article published in 2014

Navigational User Interface Elements on the Left Side: Intuition of Designers or Experimental Evidence?

scientific article published in 2011

New Computing in Medical Informatics and Healthcare

scientific article published in April 2006

Nitrogen limitation and slow drying induce desiccation tolerance in conjugating green algae (Zygnematophyceae, Streptophyta) from polar habitats.

scientific article

Older Users’ Wish List for Technology Attributes

scientific article published in 2013

On Complexity Reduction of User Interfaces for Safety-Critical Systems

scientific article published in 2012

On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics

article

On Entropy-Based Data Mining

article by Andreas Holzinger et al published 2014 in Lecture Notes in Computer Science

On Graph Extraction from Image Data

scientific article published in 2014

On Patient’s Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning

scientific article published in 2014

On Some Aspects of Improving Mobile Applications for the Elderly

On Terrain Coverage Optimization by Using a Network Approach for Universal Graph-Based Data Mining and Knowledge Discovery

On Topological Data Mining

article by Andreas Holzinger published 2014 in Lecture Notes in Computer Science

On Using Entropy for Enhancing Handwriting Preprocessing

scientific article published on 19 November 2012

On the Challenges and Opportunities in Visualization for Machine Learning and Knowledge Extraction: A Research Agenda

scientific article published in 2017

On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process

article by Andreas Holzinger et al published 2014 in Lecture Notes in Computer Science

On the Usage of Health Records for the Teaching of Decision-Making to Students of Medicine

scientific article published in 2014

On the usage of health records for the design of Virtual Patients: a systematic review

scientific article published on 8 September 2013

Online and Offline Determination of QT and PR Interval and QRS Duration in Electrocardiography

scientific article published in 2013

Ontology-Guided Principal Component Analysis: Reaching the Limits of the Doctor-in-the-Loop

scientific article published in 2016

Open Data for Differential Network Analysis in Glioma

scientific article published on 15 January 2020

Optimization of a Handwriting Recognition Algorithm for a Mobile Enterprise Health Information System on the Basis of Real-Life Usability Research

scientific article published in 2012

Optimizing Long-Term Treatment of Rheumatoid Arthritis with Systematic Documentation

scientific article published in 2011

People with Motor and Mobility Impairment: Innovative Multimodal Interfaces to Wheelchairs

scientific article published in 2006

Perceived Usefulness of Assistive Technologies and Electronic Services for Ambient Assisted Living

scientific article published in 2011

Perceived usefulness among elderly people: Experiences and lessons learned during the evaluation of a wrist device

scientific article published in 2010

Personas for Artificial Intelligence (AI) an Open Source Toolbox

scientific article published in 2022

Photosynthetic efficiency, desiccation tolerance and ultrastructure in two phylogenetically distinct strains of alpine Zygnema sp. (Zygnematophyceae, Streptophyta): role of pre-akinete formation.

scientific article published on October 2014

Protecting Anonymity in Data-Driven Biomedical Science

scientific article published in 2014

Quality-Based Knowledge Discovery from Medical Text on the Web

Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning

scientific article published in 2016

Recommender Systems for Health Informatics: State-of-the-Art and Future Perspectives

scientific article published in 2016

Reprint of: Computational approaches for mining user’s opinions on the Web 2.0

Seeing the System through the End Users’ Eyes: Shadow Expert Technique for Evaluating the Consistency of a Learning Management System

Semantische Informationsextraktion in medizinischen Informationssystemen

scientific article published on 22 February 2007

Shadow Expert Technique (SET) for Interaction Analysis in Educational Systems

Sign Language Multimedia Based Interaction for Aurally Handicapped People

scientific article published in 2012

State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues

scientific article published in 2015

Successful implementation of user-centered game based learning in higher education: An example from civil engineering

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)

scientific article published on 8 April 2016

The More the Merrier - Federated Learning from Local Sphere Recommendations

scientific article published in 2017

The Right to Be Forgotten: Towards Machine Learning on Perturbed Knowledge Bases

scientific article published in 2016

The Ten Commandments of Ethical Medical AI

scientific article published in 2021

The XAOS Metric – Understanding Visual Complexity as Measure of Usability

The effect of previous exposure to technology on acceptance and its importance in usability and accessibility engineering

scientific article published on 8 October 2010

The fine art of user-centered software development

scientific article published on 27 May 2014

The modeling of harmonious color combinations for improved usability and UX

scholarly article published June 2009

Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers

scientific article published in 2014

Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges

scientific article published in 2015

Towards a low-cost mobile subcutaneous vein detection solution using near-infrared spectroscopy.

scientific article published on 30 April 2014

Towards interactive Machine Learning (iML): Applying Ant Colony Algorithms to Solve the Traveling Salesman Problem with the Human-in-the-Loop Approach

scientific article published in 2016

Towards life long learning: three models for ubiquitous applications

scientific article published on 2 December 2008

Transcriptomics of desiccation tolerance in the streptophyte green alga Klebsormidium reveal a land plant-like defense reaction

scientific article

Tumor Growth Simulation Profiling

scientific article published in 2016

Universal access to technology-enhanced learning

scientific article published on 13 March 2008

Usability engineering methods for software developers

scientific article published in January 2005

Useful oblivion versus Information Overload in e-learning examples in the context of Wiki systems

User-Centered Interface Design for Disabled and Elderly People: First Experiences with Designing a Patient Communication System (PACOSY)

scientific article published in 2002

Using Mixed Node Publication Network Graphs for Analyzing Success in Interdisciplinary Teams

Using WCAG 2.0 and Heuristic Evaluation to Evaluate Accessibility in Educational Web Based Pages

scientific article published in 2015

Utilizing Wiki-Systems in higher education classes: a chance for universal access?

Virtual autopsy: Machine Learning and AI provide new opportunities for investigating minimal tumor burden and therapy resistance by cancer patients

scientific article published in January 2018

Visual Data Mining: Effective Exploration of the Biological Universe

article by David Otasek et al published 2014 in Lecture Notes in Computer Science

Wave reflection quantification based on pressure waveforms alone--methods, comparison, and clinical covariates

scientific article published on 27 October 2012

Web 2.0 Technology: Future Interfaces for Technology Enhanced Learning?

Web analytics of user path tracing and a novel algorithm for generating recommendations in Open Journal Systems

Witnesses for the Doctor in the Loop

scientific article published in 2015

Workshop on intelligent user interfaces for ambient assisted living

scientific article published in 2008

XP + UE → XU Praktische Erfahrungen mit eXtreme Usability

scientific article published on 8 February 2006

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