Workflow Support for Multimedia Learning Objects. - Thomas Kleinberger; Andreas Holzinger; Klaus Tochtermann; Paul Müller 001 (WebNet, 2001)

User-Centered Interface Design for Disabled and Elderly People: First Experiences with Designing a Patient Communication System (PACOSY). - Andreas Holzinger (ICCHP, 2002)

Finger Instead of Mouse: Touch Screens as a Means of Enhancing Universal Access. - Andreas Holzinger (User Interfaces for All, 2002)

Student-Centered Teaching Meets New Media: Concept and Case Study. - Renate Motschnig-Pitrik; Andreas Holzinger (J. Educ. Technol. Soc., 2002)

Design and Development of a LO-Editor for the Virtual Medical Campus Graz. - Andreas Holzinger; Ingemar Wascher; Christian Steinmann (DeLFI, 2003)

Interaction and Usability of Simulations & Animations: A Case Study of the Flash Technology. - Andreas Holzinger; Martin Ebner (INTERACT, 2003)

Designing Web-Applications for Mobile Computers: Experiences with Applications to Medicine. - Andreas Holzinger; Maximilian Errath (User Interfaces for All, 2004)

Rapid Prototyping for a Virtual Medical Campus Interface. - Andreas Holzinger (IEEE Softw., 2004)

From Extreme Programming and Usability Engineering to Extreme Usability in Software Engineering Education (XP+UE->XU). - Andreas Holzinger; Maximilian Errath; Gig Searle; Bettina Thurnher; Wolfgang Slany (COMPSAC (2), 2005)

Ubiquitous Computing for Hospital Applications: RFID-Applications to Enable Research in Real-Life Environments. - Andreas Holzinger; Klaus Schwaberger; Matthias Weitlaner (COMPSAC (2), 2005)

HCI-Ausbildung in Österreich - ein Überblick. - Bettina Thurnher; Karl-Heinz Weidmann; Guido Kempter; Andreas Holzinger; Keith Andrews; Manfred Tscheligi; Dorothea Erharter; Christian Stary; Peter Purgathofer; Konrad Baumann; Alexander K. Nischelwitzer (UP, 2005)

Mobile Phones as a Challenge for m-Learning: Examples for Mobile Interactive Learning Objects (MILOs). - Andreas Holzinger; Alexander K. Nischelwitzer; Matthias Meisenberger (PerCom Workshops, 2005)

Towards Cross-Cultural Adaptive Driver Navigation Systems. - Rüdiger Heimgärtner; Andreas Holzinger (Usability Symposium, 2005)

Lessons from Real-Life Usability Engineering in Hospital: From Software Usability to Total Workplace Usability. - Andreas Holzinger; Hubert Leitner (Usability Symposium, 2005)

Usability engineering methods for software developers. - Andreas Holzinger (Commun. ACM, 2005)

Technology Enhanced Learning (TEL): Editorial to the Special Edition Technology Enhanced Learning (TEL). - Andreas Holzinger (Elektrotech. Informationstechnik, 2005)

Lifelong-learning support by m-learning: example scenarios. - Andreas Holzinger; Alexander K. Nischelwitzer; Matthias Meisenberger (eLearn Mag., 2005)

Lurking: An Underestimated Human-Computer Phenomenon. - Martin Ebner; Andreas Holzinger (IEEE Multim., 2005)

People with Motor and Mobility Impairment: Innovative Multimodal Interfaces to Wheelchairs. - Andreas Holzinger; Alexander K. Nischelwitzer (ICCHP, 2006)

Mobile Computing in Medicine: Designing Mobile Questionnaires for Elderly and Partially Sighted People. - Andreas Holzinger; Peter Sammer; Rainer Hofmann-Wellenhof (ICCHP, 2006)

MediaWheelie - A Best Practice Example for Research in Multimodal User Interfaces (MUIs). - Alexander K. Nischelwitzer; Bernd Sproger; Michael Mahr; Andreas Holzinger (ICCHP, 2006)

Biometrical Signatures in Practice: A challenge for improving Human-Computer Interaction in Clinical Workflows. - Andreas Holzinger; Regina Geierhofer; Gig Searle (MuC, 2006)

Wikis: Do They Need Usability Engineering? - Michael D. Kickmeier-Rust; Martin Ebner; Andreas Holzinger (USAB, 2006)

New Computing in Medical Informatics and Health Care: Editorial to the Special Edition. - Andreas Holzinger (Elektrotech. Informationstechnik, 2006)

A Lattice Boltzmann Model for pulsative blood flow in elastic vessels. - Daniel Leitner; Siegfried Wassertheurer; Michael Hessinger; Andreas Holzinger (Elektrotech. Informationstechnik, 2006)

Security aspects of ubiquitous computing in healthcare. - Edgar R. Weippl; Andreas Holzinger; A Min Tjoa (Elektrotech. Informationstechnik, 2006)

Usability of image fusion: optimal opacification of vessels and squamous cell carcinoma in CT scans. - Marco Wiltgen; Andreas Holzinger; Reinhard Groell; Gerald Wolf; Walter Habermann (Elektrotech. Informationstechnik, 2006)

XP + UE -> XU Praktische Erfahrungen mit eXtreme Usability. - Andreas Holzinger; Wolfgang Slany (Inform. Spektrum, 2006)

Virtual and Mixed Reality Interfaces for e-Training: Examples of Applications in Light Aircraft Maintenance. - Johannes Christian; Horst Krieger; Andreas Holzinger; Reinhold Behringer (HCI (7), 2007)

Web 2.0 Technology: Future Interfaces for Technology Enhanced Learning? - Martin Ebner; Andreas Holzinger; Hermann A. Maurer (HCI (7), 2007)

On Some Aspects of Improving Mobile Applications for the Elderly. - Andreas Holzinger; Gig Searle; Alexander K. Nischelwitzer (HCI (5), 2007)

Ambient Intelligence in Assisted Living: Enable Elderly People to Handle Future Interfaces. - Thomas Kleinberger; Martin Becker 002; Eric Ras; Andreas Holzinger; Paul Müller 001 (HCI (6), 2007)

Agile Methods and Visual Specification in Software Development: A Chance to Ensure Universal Access. - Thomas Memmel; Harald Reiterer; Andreas Holzinger (HCI (5), 2007)

Some Aspects of the Development of Low-Cost Augmented Reality Learning Environments as Examples for Future Interfaces in Technology Enhanced Learning. - Alexander K. Nischelwitzer; Franz-Josef Lenz; Gig Searle; Andreas Holzinger (HCI (7), 2007)

Enhancing Universal Access - EEG Based Learnability Assessment. - Christian Stickel; Josef Fink; Andreas Holzinger (HCI (7), 2007)

Some Usability Issues of Augmented and Mixed Reality for e-Health Applications in the Medical Domain. - Reinhold Behringer; Johannes Christian; Andreas Holzinger; Steve Wilkinson (USAB, 2007)

The Evaluation of Semantic Tools to Support Physicians in the Extraction of Diagnosis Codes. - Regina Geierhofer; Andreas Holzinger (USAB, 2007)

Modeling Elastic Vessels with the LBGK Method in Three Dimensions. - Daniel Leitner; Siegfried Wassertheurer; Michael Hessinger; Andreas Holzinger; Felix Breitenecker (USAB, 2007)

Design and Development of a Mobile Medical Application for the Management of Chronic Diseases: Methods of Improved Data Input for Older People. - Alexander K. Nischelwitzer; Klaus Pintoffl; Christina Loss; Andreas Holzinger (USAB, 2007)

Interactive Analysis and Visualization of Macromolecular Interfaces between Proteins. - Marco Wiltgen; Andreas Holzinger; Gernot P. Tilz (USAB, 2007)

Successful implementation of user-centered game based learning in higher education: An example from civil engineering. - Martin Ebner; Andreas Holzinger (Comput. Educ., 2007)

Efficiency in Learning: Evidence-Based Guidelines to Manage Cognitive Load. - Andreas Holzinger (J. Educ. Technol. Soc., 2007)

Semantische Informationsextraktion in medizinischen Informationssystemen. - Andreas Holzinger; Regina Geierhofer; Maximilian Errath (Inform. Spektrum, 2007)

Mobile computer Web-application design in medicine: some research based guidelines. - Andreas Holzinger; Maximilian Errath (Univers. Access Inf. Soc., 2007)

Low cost prototyping: part 1, or how to produce better ideas faster by getting user reactions early and often. - Stephen Brown 002; Andreas Holzinger (BCS HCI (2), 2008)

Low cost prototyping: part 2, or how to apply the thinking-aloud method efficiently. - Andreas Holzinger; Stephen Brown 002 (BCS HCI (2), 2008)

Workshop HCI for medicine and health care (HCI4MED). - Andreas Holzinger; Harold W. Thimbleby; Russell Beale (BCS HCI (2), 2008)

From Cultural to Individual Adaptive End-User Interfaces: Helping People with Special Needs. - Rüdiger Heimgärtner; Andreas Holzinger; Ray Adams (ICCHP, 2008)

Introduction to the Special Thematic Session: Human-Computer Interaction and Usability for Elderly (HCI4AGING). - Andreas Holzinger; Kizito Ssamula Mukasa; Alexander K. Nischelwitzer (ICCHP, 2008)

An Investigation on Acceptance of Ubiquitous Devices for the Elderly in a Geriatric Hospital Environment: Using the Example of Person Tracking. - Andreas Holzinger; Klaus Schaupp; Walter Eder-Halbedl (ICCHP, 2008)

Investigating Usability Metrics for the Design and Development of Applications for the Elderly. - Andreas Holzinger; Gig Searle; Thomas Kleinberger; Ahmed Seffah; Homa Javahery (ICCHP, 2008)

Typical Problems with Developing Mobile Applications for Health Care - Some Lessons Learned from Developing User-centered Mobile Applications in a Hospital Environment. - Andreas Holzinger; Martin Höller; Marcus D. Bloice; Berndt Urlesberger (ICE-B, 2008)

Work Lists for the Transport of Patients - A Case for Mobile Applications in Health Care. - Andreas Holzinger; Jürgen Trauner; Stefan Biffl (ICE-B, 2008)

Examples of using technology in teaching Human - Computer Interaction according to the Bologna process. - Matjaz Debevc; Primoz Kosec; Andreas Holzinger (ITI, 2008)

An investigation of finger versus stylus input in medical scenarios. - Andreas Holzinger; Martin Höller; Martin Schedlbauer; Berndt Urlesberger (ITI, 2008)

Workshop on intelligent user interfaces for ambient assisted living. - Kizito Ssamula Mukasa; Andreas Holzinger; Arthur I. Karshmer (IUI, 2008)

Challenges in the Development and Evaluation of Immersive Digital Educational Games. - Effie Lai-Chong Law; Michael D. Kickmeier-Rust; Dietrich Albert; Andreas Holzinger (USAB, 2008)

More Than Just a Game: Accessibility in Computer Games. - Klaus Miesenberger; Roland Ossmann; Dominique Archambault; Gig Searle; Andreas Holzinger (USAB, 2008)

Useful Oblivion Versus Information Overload in e-Learning Examples in the Context of Wiki Systems. - Christian Stickel; Martin Ebner; Andreas Holzinger (J. Comput. Inf. Technol., 2008)

Design, development and evaluation of online interactive simulation software for learning human genetics. - Andreas Holzinger; Werner Emberger; Siegfried Wassertheurer; Lisa Neal (Elektrotech. Informationstechnik, 2008)

Dynamic Media in Computer Science Education; Content Complexity and Learning Performance: Is Less More? - Andreas Holzinger; Michael D. Kickmeier-Rust; Dietrich Albert (J. Educ. Technol. Soc., 2008)

Semantic Information in Medical Information Systems: Utilization of Text Mining Techniques to Analyze Medical Diagnoses. - Andreas Holzinger; Regina Geierhofer; Felix Mödritscher; Roland Tatzl (J. Univers. Comput. Sci., 2008)

Hemodynamic models for education in physiology. - Michael Hessinger; Andreas Holzinger; Daniel Leitner; Siegfried Wassertheurer (Math. Comput. Simul., 2008)

Utilizing Wiki-Systems in higher education classes: a chance for universal access? - Martin Ebner; Michael D. Kickmeier-Rust; Andreas Holzinger (Univers. Access Inf. Soc., 2008)

Universal access to technology-enhanced learning. - Andreas Holzinger (Univers. Access Inf. Soc., 2008)

Adaptive multimedia presentations enabling universal access in technology enhanced situational learning. - Thomas Kleinberger; Andreas Holzinger; Paul Müller 001 (Univers. Access Inf. Soc., 2008)

Interactive technology for enhancing distributed learning: a study on weblogs. - Andreas Holzinger; Michael D. Kickmeier-Rust; Martin Ebner (BCS HCI, 2009)

Accessible Multimodal Web Pages with Sign Language Translations for Deaf and Hard of Hearing Users. - Matjaz Debevc; Primoz Kosec; Milan Rotovnik; Andreas Holzinger (DEXA Workshops, 2009)

Mixing Content and Endless Collaboration - MashUps: Towards Future Personal Learning Environments. - Andreas Auinger; Martin Ebner; Dietmar Nedbal; Andreas Holzinger (HCI (7), 2009)

A Study on the Compatibility of Ubiquitous Learning (u-Learning) Systems at University Level. - Martin Ebner; Christian Stickel; Nick Scerbakov; Andreas Holzinger (HCI (7), 2009)

Intuitive E-Teaching by Using Combined HCI Devices: Experiences with Wiimote Applications. - Andreas Holzinger; Selver Softic; Christian Stickel; Martin Ebner; Matjaz Debevc (HCI (7), 2009)

Emotion Detection: Application of the Valence Arousal Space for Rapid Biological Usability Testing to Enhance Universal Access. - Christian Stickel; Martin Ebner; Silke Steinbach-Nordmann; Gig Searle; Andreas Holzinger (HCI (5), 2009)

Java's alternatives and the limitations of Java when writing cross-platform applications for mobile devices in the medical domain. - Marcus D. Bloice; Franz Wotawa; Andreas Holzinger (ITI, 2009)

The modeling of harmonious color combinations for improved usability and UX. - Christian Stickel; Karin Maier; Martin Ebner; Andreas Holzinger (ITI, 2009)

Seeing the System through the End Users' Eyes: Shadow Expert Technique for Evaluating the Consistency of a Learning Management System. - Andreas Holzinger; Christian Stickel; Markus Fassold; Martin Ebner (USAB, 2009)

Investigating Agile User-Centered Design in Practice: A Grounded Theory Perspective. - Zahid Hussain; Wolfgang Slany; Andreas Holzinger (USAB, 2009)

Current State of Agile User-Centered Design: A Survey. - Zahid Hussain; Wolfgang Slany; Andreas Holzinger (USAB, 2009)

A Mixed-Method Approach on Digital Educational Games for K12: Gender, Attitudes and Performance. - Effie Lai-Chong Law; Tim Gamble; Daniel Schwarz; Michael D. Kickmeier-Rust; Andreas Holzinger (USAB, 2009)

Learning performance with interactive simulations in medical education: Lessons learned from results of learning complex physiological models with the HAEMOdynamics SIMulator. - Andreas Holzinger; Michael D. Kickmeier-Rust; Siegfried Wassertheurer; Michael Hessinger (Comput. Educ., 2009)

Human-Computer Interaction and Usability Engineering for Elderly (HCI4AGING): Introduction to the Special Thematic Session. - Andreas Holzinger; Martina Ziefle; Carsten Röcker (ICCHP (2), 2010)

Sign Language Interpreter Module: Accessible Video Retrieval with Subtitles. - Primoz Kosec; Matjaz Debevc; Andreas Holzinger (ICCHP (2), 2010)

Mental Models of Menu Structures in Diabetes Assistants. - André Calero Valdez; Martina Ziefle; Firat Alagöz; Andreas Holzinger (ICCHP (2), 2010)

Use of Wiki Systems in Archaeology - Privacy, Security and Data Protection as Key Problems. - Katharina Holzinger; Andreas Holzinger; Christian Safran; Gabriele Koiner-Erath; Edgar R. Weippl (ICE-B, 2010)

The Influence of AJAX on Web Usability. - Andreas Holzinger; Stefan Mayer; Wolfgang Slany; Matjaz Debevc (ICE-B, 2010)

Applying Model-view-controller (MVC) in Design and Development of Information Systems - An Example of Smart Assistive Script Breakdown in an e-Business Application. - Andreas Holzinger; Karl Heinz Struggl; Matjaz Debevc (ICE-B, 2010)

Preferences of Handwriting Recognition on Mobile Information Systems in Medicine - Improving Handwriting Algorithm on the Basis of Real-life Usability Research. - Andreas Holzinger; Martin Schlögl; Bernhard Peischl; Matjaz Debevc (ICE-B, 2010)

Optimization of a Handwriting Recognition Algorithm for a Mobile Enterprise Health Information System on the Basis of Real-Life Usability Research. - Andreas Holzinger; Martin Schlögl; Bernhard Peischl; Matjaz Debevc (ICETE (Selected Papers), 2010)

Perceived usefulness among elderly people: Experiences and lessons learned during the evaluation of a wrist device. - Andreas Holzinger; Gig Searle; Stephan Prückner; Silke Steinbach-Nordmann; Thomas Kleinberger; Etienne Hirt; Jens Temnitzer (PervasiveHealth, 2010)

On the Paradigm Shift of Search on Mobile Devices: Some Remarks on User Habits. - Marcus D. Bloice; Markus Kreuzthaler; Klaus-Martin Simonic; Andreas Holzinger (USAB, 2010)

E-Learning Accessibility for the Deaf and Hard of Hearing - Practical Examples and Experiences. - Matjaz Debevc; Primoz Kosec; Andreas Holzinger (USAB, 2010)

International Workshop on Enabling User Experience with Future Interactive Learning Systems (UXFUL 2010). - Sabine Graf; Kinshuk; Andreas Holzinger (USAB, 2010)

Chances of Increasing Youth Health Awareness through Mobile Wellness Applications. - Andreas Holzinger; Stefan Dorner; Manuela Födinger; André Calero Valdez; Martina Ziefle (USAB, 2010)

The XAOS Metric - Understanding Visual Complexity as Measure of Usability. - Christian Stickel; Martin Ebner; Andreas Holzinger (USAB, 2010)

Nintendo Wii Remote Controller in Higher Education: Development and Evaluation of a Demonstrator Kit for e-Teaching. - Andreas Holzinger; Selver Softic; Christian Stickel; Martin Ebner; Matjaz Debevc; Bo Hu (Comput. Informatics, 2010)

Human-Computer Interaction for Medicine and Health Care (HCI4MED): Towards making Information usable. - Andreas Holzinger; Harold W. Thimbleby; Russell Beale (Int. J. Hum. Comput. Stud., 2010)

Towards life long learning: three models for ubiquitous applications. - Andreas Holzinger; Alexander K. Nischelwitzer; Silvia Friedl; Bo Hu (Wirel. Commun. Mob. Comput., 2010)

Medical Technology in Smart Homes: Exploring the User's Perspective on Privacy, Intimacy and Trust. - Martina Ziefle; Carsten Röcker; Andreas Holzinger (COMPSAC Workshops, 2011)

Conformity with User Expectations on the Web: Are There Cultural Differences for Design Principles? - Andreas Auinger; Anna Maria Aistleithner; Harald Kindermann; Andreas Holzinger (HCI (9), 2011)

Informatics as Semiotics Engineering: Lessons Learned from Design, Development and Evaluation of Ambient Assisted Living Applications for Elderly People. - Andreas Holzinger; Gig Searle; Andreas Auinger; Martina Ziefle (HCI (7), 2011)

Shadow Expert Technique (SET) for Interaction Analysis in Educational Systems. - Christian Stickel; Martin Ebner; Andreas Holzinger (HCI (8), 2011)

User-centric Usability Evaluation for Enterprise 2.0 Platforms - A Complementary Multi-method Approach. - Andreas Auinger; Dietmar Nedbal; Alexander Hochmeier; Andreas Holzinger (ICE-B, 2011)

Handwriting Recognition on Mobile Devices - State of the Art Technology, Usability and Business Analysis. - Andreas Holzinger; Lamija Basic; Bernhard Peischl; Matjaz Debevc (ICE-B, 2011)

Applying Aspect Oriented Programming in Usability Engineering Processes - On the Example of Tracking Usage Information for Remote Usability Testing. - Andreas Holzinger; Martin Brugger; Wolfgang Slany (ICE-B, 2011)

Archaeological Scavenger Hunt on Mobile Devices: From e-Education to e-Business - A Triple Adaptive Mobile Application for Supporting Experts, Tourists and Children. - Katharina Holzinger; Manfred Lehner; Markus Fassold; Andreas Holzinger (ICE-B, 2011)

An Answer to "Who Needs a Stylus?" on Handwriting Recognition on Mobile Devices. - Andreas Holzinger; Gig Searle; Bernhard Peischl; Matjaz Debevc (ICETE (Selected Papers), 2011)

Rapid Prototyping on the Example of Software Development in Automotive Industry - The Importance of Their Provision for Software Projects at the Correct Time. - Andreas Holzinger; Olivia Waclick; Frank Kappe; Stephan Lenhart; Gerbert Orasche; Bernhard Peischl (ICE-B, 2011)

EduPunks and Learning Management Systems - Conflict or Chance? - Martin Ebner; Andreas Holzinger; Nick Scerbakov; Philip Tsang (ICHL, 2011)

Navigational User Interface Elements on the Left Side: Intuition of Designers or Experimental Evidence? - Andreas Holzinger; Reinhold Scherer; Martina Ziefle (INTERACT (2), 2011)

Design of a Mobile, Safety-Critical in-Patient Glucose Management System. - Bernhard Höll; Stephan Spat; Johannes Plank; Lukas Schaupp; Katharina Neubauer; Peter Beck; Franco Chiarugi; Vasilis Kontogiannis; Thomas R. Pieber; Andreas Holzinger (MIE, 2011)

Optimizing long-term treatment of rheumatoid arthritis with systematic documentation. - Klaus-Martin Simonic; Andreas Holzinger; Marcus D. Bloice; Josef Hermann (PervasiveHealth, 2011)

Perceived usefulness of assistive technologies and electronic services for ambient assisted living. - Martina Ziefle; Carsten Röcker; Andreas Holzinger (PervasiveHealth, 2011)

Development of an Interactive Application for Learning Medical Procedures and Clinical Decision Making. - Marcus D. Bloice; Klaus-Martin Simonic; Markus Kreuzthaler; Andreas Holzinger (USAB, 2011)

Navigating through Very Large Sets of Medical Records: An Information Retrieval Evaluation Architecture for Non-standardized Text. - Markus Kreuzthaler; Marcus D. Bloice; Klaus-Martin Simonic; Andreas Holzinger (USAB, 2011)

Interactive Visualization for Information Analysis in Medical Diagnosis. - B. L. William Wong; Kai Xu 003; Andreas Holzinger (USAB, 2011)

Investigating paper vs. screen in real-life hospital workflows: Performance contradicts perceived superiority of paper in the user experience. - Andreas Holzinger; Markus Baernthaler; Walter Pammer; Herman Katz; Vesna Bjelic-Radisic; Martina Ziefle (Int. J. Hum. Comput. Stud., 2011)

Design and development of a mobile computer application to reengineer workflows in the hospital and the methodology to evaluate its effectiveness. - Andreas Holzinger; Primoz Kosec; Gerold Schwantzer; Matjaz Debevc; Rainer Hofmann-Wellenhof; Julia Frühauf (J. Biomed. Informatics, 2011)

A Comparison of Different Retrieval Strategies Working on Medical Free Texts. - Markus Kreuzthaler; Marcus D. Bloice; Lukas Faulstich; Klaus-Martin Simonic; Andreas Holzinger (J. Univers. Comput. Sci., 2011)

Improving multimodal web accessibility for deaf people: sign language interpreter module. - Matjaz Debevc; Primoz Kosec; Andreas Holzinger (Multim. Tools Appl., 2011)

The effect of previous exposure to technology on acceptance and its importance in usability and accessibility engineering. - Andreas Holzinger; Gig Searle; Michaela Wernbacher (Univers. Access Inf. Soc., 2011)

On Complexity Reduction of User Interfaces for Safety-Critical Systems. - Andreas Holzinger; Evgenia Popova; Bernhard Peischl; Martina Ziefle (CD-ARES, 2012)

Making Apps Useable on Multiple Different Mobile Platforms: On Interoperability for Business Application Development on Smartphones. - Andreas Holzinger; Peter Treitler; Wolfgang Slany (CD-ARES, 2012)

Towards a Framework Based on Single Trial Connectivity for Enhancing Knowledge Discovery in BCI. - Martin Billinger; Clemens Brunner 001; Reinhold Scherer; Andreas Holzinger; Gernot R. Müller-Putz (AMT, 2012)

On Applying Approximate Entropy to ECG Signals for Knowledge Discovery on the Example of Big Sensor Data. - Andreas Holzinger; Christof Stocker; Manuel Bruschi; Andreas Auinger; Hugo Silva 001; Hugo Gamboa; Ana L. N. Fred (AMT, 2012)

On Text Preprocessing for Opinion Mining Outside of Laboratory Environments. - Gerald Petz; Michal P. Karpowicz; Harald Fürschuß; Andreas Auinger; Stephan M. Winkler; Susanne Schaller; Andreas Holzinger (AMT, 2012)

Using Mixed Node Publication Network Graphs for Analyzing Success in Interdisciplinary Teams. - André Calero Valdez; Anne Kathrin Schaar; Martina Ziefle; Andreas Holzinger; Sabina Jeschke; Christian Brecher (AMT, 2012)

Assessment for/as Learning: Integrated Automatic Assessment in Complex Learning Resources for Self-Directed Learning. - Mohammad Al-Smadi; Gudrun Wesiak; Christian Guetl; Andreas Holzinger (CISIS, 2012)

Disease-Disease Relationships for Rheumatic Diseases: Web-Based Biomedical Textmining an Knowledge Discovery to Assist Medical Decision Making. - Andreas Holzinger; Klaus-Martin Simonic; Pinar Yildirim (COMPSAC, 2012)

On Knowledge Discovery and Interactive Intelligent Visualization of Biomedical Data - Challenges in Human-Computer Interaction & Biomedical Informatics. - Andreas Holzinger (DATA, 2012)

A Systematic Success Factor Analysis in the Context of Enterprise 2.0: Results of an Exploratory Analysis Comprising Digital Immigrants and Digital Natives. - Dietmar Nedbal; Andreas Auinger; Alexander Hochmeier; Andreas Holzinger (EC-Web, 2012)

Sign Language Multimedia Based Interaction for Aurally Handicapped People. - Matjaz Debevc; Ines Kozuh; Primoz Kosec; Milan Rotovnik; Andreas Holzinger (ICCHP (2), 2012)

Search Engine Optimization Meets e-Business - A Theory-based Evaluation: Findability and Usability as Key Success Factors. - Andreas Auinger; Patrick Brandtner; Petra Großdeßner; Andreas Holzinger (DCNET/ICE-B/OPTICS, 2012)

On the Development of Smart Adaptive User Interfaces for Mobile e-Business Applications - Towards Enhancing User Experience - Some Lessons Learned. - Andreas Holzinger; Michael Geier; Panagiotis Germanakos (DCNET/ICE-B/OPTICS, 2012)

ArchaeoApp Rome Edition (AARE): Making Invisible Sites Visible - e-Business Aspects of Historic Knowledge Discovery via Mobile Devices. - Katharina Holzinger; Gabriele Koiner-Erath; Primoz Kosec; Markus Fassold; Andreas Holzinger (DCNET/ICE-B/OPTICS, 2012)

Big Complex Biomedical Data: Towards a Taxonomy of Data. - Andreas Holzinger; Christof Stocker; Matthias Dehmer (ICETE (Selected Papers), 2012)

A Mobile Information System for Improved Navigation in Public Transport - User Centered Design, Development, Evaluation and e-Business Scenarios of a Mobile Roadmap Application. - Bernhard Peischl; Martina Ziefle; Andreas Holzinger (DCNET/ICE-B/OPTICS, 2012)

Online and Offline Determination of QT and PR Interval and QRS Duration in Electrocardiography. - Martin Bachler; Christopher C. Mayer; Bernhard Hametner; Siegfried Wassertheurer; Andreas Holzinger (ICPCA/SWS, 2012)

iScope - Viewing Biosignals on Mobile Devices. - Christian Breitwieser; Oliver Terbu; Andreas Holzinger; Clemens Brunner 001; Stefanie N. Lindstaedt; Gernot R. Müller-Putz (ICPCA/SWS, 2012)

Computational Sensemaking on Examples of Knowledge Discovery from Neuroscience Data: Towards Enhancing Stroke Rehabilitation. - Andreas Holzinger; Reinhold Scherer; Martin Seeber; Johanna Wagner; Gernot R. Müller-Putz (ITBAM, 2012)

Mobile Anwendungen für Medizin und Gesundheit. - Jasminko Novak; Jürgen Ziegler 001; Ulrich Hoppe; Andreas Holzinger; Christoph Heintze; Martin Böckle (MuC (Workshopband), 2012)

On Using Entropy for Enhancing Handwriting Preprocessing. - Andreas Holzinger; Christof Stocker; Bernhard Peischl; Klaus-Martin Simonic (Entropy, 2012)

Modeling, design, development and evaluation of a hypervideo presentation for digital systems teaching and learning. - Samra Mujacic; Matjaz Debevc; Primoz Kosec; Marcus D. Bloice; Andreas Holzinger (Multim. Tools Appl., 2012)

Older Users' Wish List for Technology Attributes - A Comparison of Household and Medical Technologies. - Simon Himmel; Martina Ziefle; Chantal Lidynia; Andreas Holzinger (CD-ARES, 2013)

Human-Computer Interaction and Knowledge Discovery (HCI-KDD): What Is the Benefit of Bringing Those Two Fields to Work Together? - Andreas Holzinger (CD-ARES, 2013)

On Interactive Data Visualization of Physiological Low-Cost-Sensor Data with Focus on Mental Stress. - Andreas Holzinger; Manuel Bruschi; Wolfgang Eder (CD-ARES, 2013)

On Graph Entropy Measures for Knowledge Discovery from Publication Network Data. - Andreas Holzinger; Bernhard Ofner; Christof Stocker; André Calero Valdez; Anne Kathrin Schaar; Martina Ziefle; Matthias Dehmer (CD-ARES, 2013)

On Visual Analytics and Evaluation in Cell Physiology: A Case Study. - Fleur Jeanquartier; Andreas Holzinger (CD-ARES, 2013)

On the Prediction of Clusters for Adverse Reactions and Allergies on Antibiotics for Children to Improve Biomedical Decision Making. - Pinar Yildirim; Ljiljana Majnaric; Ilyas Ozgur Ekmekci; Andreas Holzinger (CD-ARES, 2013)

Introducing an Information System for Successful Support of Selective Attention in Online Courses. - Martin Ebner; Josef Wachtler; Andreas Holzinger (HCI (8), 2013)

Influence of Organizational Culture and Communication on the Successful Implementation of Information Technology in Hospitals. - Shuyan Xie; Markus Helfert; Artur Lugmayr; Rüdiger Heimgärtner; Andreas Holzinger (HCI (21), 2013)

Acceptance of Telemedical Treatments - A Medical Professional Point of View. - Martina Ziefle; Lars Klack; Wiktoria Wilkowska; Andreas Holzinger (HCI (14), 2013)

Integrating User-centred Design in an Early Stage of Mobile Medical Application Prototyping - A Case Study on Data Acquistion in Health Organisations. - Bernhard Peischl; Michaela Ferk; Andreas Holzinger (DCNET/ICE-B/OPTICS, 2013)

Towards the Personalization of CAPTCHA Mechanisms Based on Individual Differences in Cognitive Processing. - Marios Belk; Panagiotis Germanakos; Christos Fidas; Andreas Holzinger; George Samaras (SouthCHI, 2013)

Combining HCI, Natural Language Processing, and Knowledge Discovery - Potential of IBM Content Analytics as an Assistive Technology in the Biomedical Field. - Andreas Holzinger; Christof Stocker; Bernhard Ofner; Gottfried Prohaska; Alberto Brabenetz; Rainer Hofmann-Wellenhof (CHI-KDD, 2013)

Opinion Mining on the Web 2.0 - Characteristics of User Generated Content and Their Impacts. - Gerald Petz; Michal P. Karpowicz; Harald Fürschuß; Andreas Auinger; Václav Stríteský; Andreas Holzinger (CHI-KDD, 2013)

On Knowledge Discovery in Open Medical Data on the Example of the FDA Drug Adverse Event Reporting System for Alendronate (Fosamax). - Pinar Yildirim; Ilyas Ozgur Ekmekci; Andreas Holzinger (CHI-KDD, 2013)

KNODWAT: A scientific framework application for testing knowledge discovery methods for the biomedical domain. - Andreas Holzinger; Mario Zupan (BMC Bioinform., 2013)

Wave reflection quantification based on pressure waveforms alone - Methods, comparison, and clinical covariates. - Bernhard Hametner; Siegfried Wassertheurer; Johannes Kropf; Christopher C. Mayer; Andreas Holzinger; Bernd Eber; Thomas Weber (Comput. Methods Programs Biomed., 2013)

On the usage of health records for the design of virtual patients: a systematic review. - Marcus D. Bloice; Klaus-Martin Simonic; Andreas Holzinger (BMC Medical Informatics Decis. Mak., 2013)

Web analytics of user path tracing and a novel algorithm for generating recommendations in Open Journal Systems. - Behnam Taraghi; Martin Grossegger; Martin Ebner; Andreas Holzinger (Online Inf. Rev., 2013)

Quality-Based Knowledge Discovery from Medical Text on the Web. - Andreas Holzinger; Pinar Yildirim; Michael Geier; Klaus-Martin Simonic (Quality Issues in the Management of Web Information, 2013)

Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers. - Andreas Holzinger; Michael Schwarz 001; Bernhard Ofner; Fleur Jeanquartier; André Calero Valdez; Carsten Röcker; Martina Ziefle (CD-ARES, 2014)

Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital. - Andreas Holzinger; Bettina Sommerauer; Peter Spitzer; Simon Juric; Borut Zalik; Matjaz Debevc; Chantal Lidynia; André Calero Valdez; Carsten Röcker; Martina Ziefle (CD-ARES, 2014)

Entropy-Based Data Mining on the Example of Cardiac Arrhythmia Suppression. - Martin Bachler; Matthias Hörtenhuber; Christopher C. Mayer; Andreas Holzinger; Siegfried Wassertheurer (Brain Informatics and Health, 2014)

Extravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. - Andreas Holzinger (Brain Informatics and Health, 2014)

On Graph Extraction from Image Data. - Andreas Holzinger; Bernd Malle; Nicola Giuliani (Brain Informatics and Health, 2014)

On Terrain Coverage Optimization by Using a Network Approach for Universal Graph-Based Data Mining and Knowledge Discovery. - Michael Preuß 001; Matthias Dehmer; Stefan Pickl; Andreas Holzinger (Brain Informatics and Health, 2014)

Enhancing Patient Safety through Human-Computer Information Retrieval on the Example of German-Speaking Surgical Reports. - Christof Stocker; Leopold-Michael Marzi; Christian Matula; Johannes Schantl; Gottfried Prohaska; Alberto Brabenetz; Andreas Holzinger (DEXA Workshops, 2014)

Enhancing Interdisciplinary Cooperation by Social Platforms - Assessing the Usefulness of Bibliometric Social Network Visualization in Large-Scale Research Clusters. - André Calero Valdez; Anne Kathrin Schaar; Martina Ziefle; Andreas Holzinger (HCI (12), 2014)

Energizing People's Work - Transforming Organizations Through Gamification. - Bernhard Peischl; Johannes Schantl; Andreas Holzinger (ICE-B, 2014)

On Patient's Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning. - Frantisek Babic; Ljiljana Majnaric; Alexandra Lukácová; Ján Paralic; Andreas Holzinger (ITBAM, 2014)

On Interaction in Data Mining. - Andreas Holzinger (MODELSWARD, 2014)

Darwin, Lamarck, or Baldwin: Applying Evolutionary Algorithms to Machine Learning Techniques. - Andreas Holzinger; David Blanchard; Marcus D. Bloice; Katharina Holzinger; Vasile Palade; Raul Rabadan (WI-IAT (1), 2014)

Functional and genetic analysis of the colon cancer network. - Frank Emmert-Streib; Ricardo de Matos Simoes; Galina V. Glazko; Simon S. McDade; Benjamin Haibe-Kains; Andreas Holzinger; Matthias Dehmer; Frederick Campbell (BMC Bioinform., 2014)

Knowledge Discovery and interactive Data Mining in Bioinformatics - State-of-the-Art, future challenges and research directions. - Andreas Holzinger; Matthias Dehmer; Igor Jurisica (BMC Bioinform., 2014)

Selection of entropy-measure parameters for knowledge discovery in heart rate variability data. - Christopher C. Mayer; Martin Bachler; Matthias Hörtenhuber; Christof Stocker; Andreas Holzinger; Siegfried Wassertheurer (BMC Bioinform., 2014)

Analysis of biomedical data with multilevel glyphs. - Heimo Müller; Robert Reihs; Kurt Zatloukal; Andreas Holzinger (BMC Bioinform., 2014)

Knowledge discovery of drug data on the example of adverse reaction prediction. - Pinar Yildirim; Ljiljana Majnaric; Ilyas Ozgur Ekmekci; Andreas Holzinger (BMC Bioinform., 2014)

Trends in Interactive Knowledge Discovery for Personalized Medicine: Cognitive Science meets Machine Learning. - Andreas Holzinger (IEEE Intell. Informatics Bull., 2014)

Development and evaluation of an e-learning course for deaf and hard of hearing based on the advanced Adapted Pedagogical Index method. - Matjaz Debevc; Zoran Stjepanovic; Andreas Holzinger (Interact. Learn. Environ., 2014)

Computational approaches for mining user's opinions on the Web 2.0. - Gerald Petz; Michal P. Karpowicz; Harald Fürschuß; Andreas Auinger; Václav Stríteský; Andreas Holzinger (Inf. Process. Manag., 2014)

Casebook: a virtual patient iPad application for teaching decision-making through the use of electronic health records. - Marcus D. Bloice; Klaus-Martin Simonic; Andreas Holzinger (BMC Medical Informatics Decis. Mak., 2014)

Visual Insights: A Practical Guide to Making Sense of Data. - Andreas Holzinger (Online Inf. Rev., 2014)

On Topological Data Mining. - Andreas Holzinger (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

On Entropy-Based Data Mining. - Andreas Holzinger; Matthias Hörtenhuber; Christopher C. Mayer; Martin Bachler; Siegfried Wassertheurer; Armando J. Pinho; David Koslicki (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Knowledge Discovery and Data Mining in Biomedical Informatics: The Future Is in Integrative, Interactive Machine Learning Solutions. - Andreas Holzinger; Igor Jurisica (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. - Andreas Holzinger; Bernd Malle; Marcus D. Bloice; Marco Wiltgen; Massimo Ferri; Ignazio Stanganelli; Rainer Hofmann-Wellenhof (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges. - Andreas Holzinger; Bernhard Ofner; Matthias Dehmer (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining. - Katharina Holzinger; Vasile Palade; Raul Rabadan; Andreas Holzinger (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges. - Andreas Holzinger; Johannes Schantl; Miriam Schroettner; Christin Seifert; Karin Verspoor (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Biobanks - A Source of Large Biological Data Sets: Open Problems and Future Challenges. - Berthold Huppertz; Andreas Holzinger (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Protecting Anonymity in Data-Driven Biomedical Science. - Peter Kieseberg; Heidelinde Hobel; Sebastian Schrittwieser; Edgar R. Weippl; Andreas Holzinger (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Visual Data Mining: Effective Exploration of the Biological Universe. - David Otasek; Chiara Pastrello; Andreas Holzinger; Igor Jurisica (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics. - Cagatay Turkay; Fleur Jeanquartier; Andreas Holzinger; Helwig Hauser (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Knowledge Discovery and Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System. - Pinar Yildirim; Marcus D. Bloice; Andreas Holzinger (Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, 2014)

Towards Integrative Machine Learning and Knowledge Extraction. - Andreas Holzinger; Randy Goebel; Vasile Palade; Massimo Ferri (BIRS-IMLKE, 2015)

Machine Learning and Knowledge Extraction in Digital Pathology Needs an Integrative Approach. - Andreas Holzinger; Bernd Malle; Peter Kieseberg; Peter M. Roth; Heimo Müller; Robert Reihs; Kurt Zatloukal (BIRS-IMLKE, 2015)

Convolutional and Recurrent Neural Networks for Activity Recognition in Smart Environment. - Deepika Singh; Erinc Merdivan; Sten Hanke; Johannes Kropf; Matthieu Geist; Andreas Holzinger (BIRS-IMLKE, 2015)

A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-Loop. - Dominic Girardi; Josef Küng; Andreas Holzinger (BIH, 2015)

Analysis of Patient Groups and Immunization Results Based on Subspace Clustering. - Michael Hund; Werner Sturm; Tobias Schreck; Torsten Ullrich; Daniel A. Keim; Ljiljana Majnaric; Andreas Holzinger (BIH, 2015)

Witnesses for the Doctor in the Loop. - Peter Kieseberg; Johannes Schantl; Peter Frühwirt; Edgar R. Weippl; Andreas Holzinger (BIH, 2015)

Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Fuzzy Image Processing. - Sarni Suhaila Rahim; Vasile Palade; Chrisina Jayne; Andreas Holzinger; James Shuttleworth (BIH, 2015)

Interactive and Iterative Annotation for Biomedical Entity Recognition. - Seid Muhie Yimam; Chris Biemann; Ljiljana Majnaric; Sefket Sabanovic; Andreas Holzinger (BIH, 2015)

Using WCAG 2.0 and Heuristic Evaluation to Evaluate Accessibility in Educational Web Based Pages. - Matjaz Debevc; Ines Kozuh; Simon Hauptman; Andrej Klembas; Julija Lapuh Bele; Andreas Holzinger (LTEC@KMO, 2015)

Extending the Scaffold Hunter Visualization Toolkit with Interactive Heatmaps. - Werner Sturm; Till Schäfer; Tobias Schreck; Andreas Holzinger; Torsten Ullrich (CGVC, 2015)

Discovering Medical Knowledge Using Visual Analytics. - Werner Sturm; Tobias Schreck; Andreas Holzinger; Torsten Ullrich (VCBM, 2015)

Integrated web visualizations for protein-protein interaction databases. - Fleur Jeanquartier; Claire Jean-Quartier; Andreas Holzinger (BMC Bioinform., 2015)

Introduction to the special issue on "interactive data analysis". - Andreas Holzinger; Gabriella Pasi (Inf. Process. Manag., 2015)

Reprint of: Computational approaches for mining user's opinions on the Web 2.0. - Gerald Petz; Michal P. Karpowicz; Harald Fürschuß; Andreas Auinger; Václav Stríteský; Andreas Holzinger (Inf. Process. Manag., 2015)

Data Mining with Decision Trees: Theory and Applications. - Andreas Holzinger (Online Inf. Rev., 2015)

Ubiquitous Computing at its best: Serious exercise games for older adults in ambient assisted living environments - a technology acceptance perspective. - Philipp Brauner; Andreas Holzinger; Martina Ziefle (EAI Endorsed Trans. Serious Games, 2015)

The fine art of user-centered software development. - Bernhard Peischl; Michaela Ferk; Andreas Holzinger (Softw. Qual. J., 2015)

Introduction to the Special Issue on Physiological Computing for Human-Computer Interaction. - Hugo Plácido da Silva; Stephen H. Fairclough; Andreas Holzinger; Robert J. K. Jacob; Desney S. Tan (ACM Trans. Comput. Hum. Interact., 2015)

Enhancing universal access: deaf and hard of hearing people on social networking sites. - Ines Kozuh; Manfred Hintermair; Andreas Holzinger; Zala Volcic; Matjaz Debevc (Univers. Access Inf. Soc., 2015)

Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges. - Klaus Donsa; Stephan Spat; Peter Beck; Thomas R. Pieber; Andreas Holzinger (Smart Health, 2015)

Medicine and Health Care as a Data Problem: Will Computers Become Better Medical Doctors? - Michael Duerr-Specht; Randy Goebel; Andreas Holzinger (Smart Health, 2015)

From Smart Health to Smart Hospitals. - Andreas Holzinger; Carsten Röcker; Martina Ziefle (Smart Health, 2015)

State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues. - Heimo Müller; Robert Reihs; Kurt Zatloukal; Fleur Jeanquartier; Roxana Merino-Martinez; David van Enckevort; Morris A. Swertz; Andreas Holzinger (Smart Health, 2015)

Towards interactive Machine Learning (iML): Applying Ant Colony Algorithms to Solve the Traveling Salesman Problem with the Human-in-the-Loop Approach. - Andreas Holzinger; Markus Plass; Katharina Holzinger; Gloria Cerasela Crisan; Camelia-Mihaela Pintea; Vasile Palade (CD-ARES, 2016)

The Right to Be Forgotten: Towards Machine Learning on Perturbed Knowledge Bases. - Bernd Malle; Peter Kieseberg; Edgar R. Weippl; Andreas Holzinger (CD-ARES, 2016)

Knowledge Discovery from Complex High Dimensional Data. - Sangkyun Lee 002; Andreas Holzinger (Solving Large Scale Learning Tasks, 2016)

Tumor Growth Simulation Profiling. - Claire Jean-Quartier; Fleur Jeanquartier; David Cemernek; Andreas Holzinger (ITBAM, 2016)

Integrating Open Data on Cancer in Support to Tumor Growth Analysis. - Fleur Jeanquartier; Claire Jean-Quartier; Tobias Schreck; David Cemernek; Andreas Holzinger (ITBAM, 2016)

Ontology-Guided Principal Component Analysis: Reaching the Limits of the Doctor-in-the-Loop. - Sandra Wartner; Dominic Girardi; Manuela Wiesinger-Widi; Johannes Trenkler; Raimund Kleiser; Andreas Holzinger (ITBAM, 2016)

Towards Interactive Recommender Systems with the Doctor-in-the-Loop. - Andreas Holzinger; André Calero Valdez; Martina Ziefle (MuC (Workshopband), 2016)

In silico modeling for tumor growth visualization. - Fleur Jeanquartier; Claire Jean-Quartier; David Cemernek; Andreas Holzinger (BMC Syst. Biol., 2016)

Interactive knowledge discovery with the doctor-in-the-loop: a practical example of cerebral aneurysms research. - Dominic Girardi; Josef Küng; Raimund Kleiser; Michael Sonnberger; Doris Csillag; Johannes Trenkler; Andreas Holzinger (Brain Informatics, 2016)

Interactive machine learning for health informatics: when do we need the human-in-the-loop? - Andreas Holzinger (Brain Informatics, 2016)

Visual analytics for concept exploration in subspaces of patient groups. - Michael Hund; Dominic Böhm; Werner Sturm; Michael Sedlmair; Tobias Schreck; Torsten Ullrich; Daniel A. Keim; Ljiljana Majnaric; Andreas Holzinger (Brain Informatics, 2016)

A tamper-proof audit and control system for the doctor in the loop. - Peter Kieseberg; Bernd Malle; Peter Frühwirt; Edgar R. Weippl; Andreas Holzinger (Brain Informatics, 2016)

An adaptive annotation approach for biomedical entity and relation recognition. - Seid Muhie Yimam; Chris Biemann; Ljiljana Majnaric; Sefket Sabanovic; Andreas Holzinger (Brain Informatics, 2016)

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). - Christopher C. Mayer; Martin Bachler; Andreas Holzinger; Phyllis K. Stein; Siegfried Wassertheurer (Entropy, 2016)

Trust for the "Doctor in the Loop". - Peter Kieseberg; Edgar R. Weippl; Andreas Holzinger (ERCIM News, 2016)

Privacy Aware Machine Learning and the "Right to be Forgotten". - Bernd Malle; Peter Kieseberg; Sebastian Schrittwieser; Andreas Holzinger (ERCIM News, 2016)

A Field Study of a Video Supported Seamless-Learning-Setting with Elementary Learners. - Thomas Fößl; Martin Ebner; Sandra Schön; Andreas Holzinger (J. Educ. Technol. Soc., 2016)

Interactive Machine Learning (iML). - Andreas Holzinger (Inform. Spektrum, 2016)

A Tutorial on Machine Learning and Data Science Tools with Python. - Marcus D. Bloice; Andreas Holzinger (Machine Learning for Health Informatics, 2016)

Machine Learning for Health Informatics. - Andreas Holzinger (Machine Learning for Health Informatics, 2016)

Machine Learning for In Silico Modeling of Tumor Growth. - Fleur Jeanquartier; Claire Jean-Quartier; Max Kotlyar; Tomás Tokár; Anne-Christin Hauschild; Igor Jurisica; Andreas Holzinger (Machine Learning for Health Informatics, 2016)

Machine Learning and Data Mining Methods for Managing Parkinson's Disease. - Dragana Miljkovic; Darko Aleksovski; Vid Podpecan; Nada Lavrac; Bernd Malle; Andreas Holzinger (Machine Learning for Health Informatics, 2016)

Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning. - Sebastian Robert; Sebastian Büttner; Carsten Röcker; Andreas Holzinger (Machine Learning for Health Informatics, 2016)

Recommender Systems for Health Informatics: State-of-the-Art and Future Perspectives. - André Calero Valdez; Martina Ziefle; Katrien Verbert; Alexander Felfernig; Andreas Holzinger (Machine Learning for Health Informatics, 2016)

The More the Merrier - Federated Learning from Local Sphere Recommendations. - Bernd Malle; Nicola Giuliani; Peter Kieseberg; Andreas Holzinger (CD-MAKE, 2017)

DO NOT DISTURB? Classifier Behavior on Perturbed Datasets. - Bernd Malle; Peter Kieseberg; Andreas Holzinger (CD-MAKE, 2017)

Ambient Assisted Living Technologies from the Perspectives of Older People and Professionals. - Deepika Singh; Johannes Kropf; Sten Hanke; Andreas Holzinger (CD-MAKE, 2017)

Human Activity Recognition Using Recurrent Neural Networks. - Deepika Singh; Erinc Merdivan; Ismini Psychoula; Johannes Kropf; Sten Hanke; Matthieu Geist; Andreas Holzinger (CD-MAKE, 2017)

On the Challenges and Opportunities in Visualization for Machine Learning and Knowledge Extraction: A Research Agenda. - Cagatay Turkay; Robert S. Laramee; Andreas Holzinger (CD-MAKE, 2017)

Gesture-Based Interactions in Video Games with the Leap Motion Controller. - Johanna Pirker; Mathias Pojer; Andreas Holzinger; Christian Gütl (HCI (1), 2017)

Advances and Future Challenges in Machine Learning and Knowledge Extraction. - Andreas Holzinger (DCNET, 2017)

IT in Biology & Medical Informatics: On the Challenge of Understanding the Data Ecosystem. - Andreas Holzinger; Miroslav Bursa; Sami Khuri; M. Elena Renda (ITBAM, 2017)

Interactive Anonymization for Privacy aware Machine Learning. - Bernd Malle; Peter Kieseberg; Andreas Holzinger (IAL@PKDD/ECML, 2017)

Entity-Centric Information Access with Human in the Loop for the Biomedical Domain. - Seid Muhie Yimam; Steffen Remus; Alexander Panchenko; Andreas Holzinger; Chris Biemann (BiomedicalNLP@RANLP, 2017)

Circularized Visualisation of Genetic Interactions. - Irina Kuznetsova; Aleksandra Filipovska; Oliver Rackham; Artur Lugmayr; Andreas Holzinger (WWW (Companion Volume), 2017)

Review of Machine Learning Algorithms in Differential Expression Analysis. - Irina Kuznetsova; Yuliya V. Karpievitch; Aleksandra Filipovska; Artur Lugmayr; Andreas Holzinger (CoRR, 2017)

A glass-box interactive machine learning approach for solving NP-hard problems with the human-in-the-loop. - Andreas Holzinger; Markus Plass; Katharina Holzinger; Gloria Cerasela Crisan; Camelia-Mihaela Pintea; Vasile Palade (CoRR, 2017)

Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology. - Andreas Holzinger; Bernd Malle; Peter Kieseberg; Peter M. Roth; Heimo Müller; Robert Reihs; Kurt Zatloukal (CoRR, 2017)

What do we need to build explainable AI systems for the medical domain? - Andreas Holzinger; Chris Biemann; Constantinos S. Pattichis; Douglas B. Kell (CoRR, 2017)

Augmentor: An Image Augmentation Library for Machine Learning. - Marcus D. Bloice; Christof Stocker; Andreas Holzinger (J. Open Source Softw., 2017)

Explainable AI: The New 42? - Randy Goebel; Ajay Chander; Katharina Holzinger; Freddy Lécué; Zeynep Akata; Simone Stumpf; Peter Kieseberg; Andreas Holzinger (CD-MAKE, 2018)

Current Advances, Trends and Challenges of Machine Learning and Knowledge Extraction: From Machine Learning to Explainable AI. - Andreas Holzinger; Peter Kieseberg; Edgar R. Weippl; A Min Tjoa (CD-MAKE, 2018)

Feedback Matters! Predicting the Appreciation of Online Articles A Data-Driven Approach. - Catherine Sotirakou; Panagiotis Germanakos; Andreas Holzinger; Constantinos Mourlas (CD-MAKE, 2018)

Teaming up with Artificial Intelligence: The Human in the Loop of Serious Game Pathfinding Algorithms. - Michael D. Kickmeier-Rust; Andreas Holzinger (GALA, 2018)

Users' Perceptions and Attitudes Towards Smart Home Technologies. - Deepika Singh; Ismini Psychoula; Johannes Kropf; Sten Hanke; Andreas Holzinger (ICOST, 2018)

A Conceptual framework for Adaptive User Interfaces for older adults. - Eduardo Machado; Deepika Singh; Federico Cruciani; Liming Chen 001; Sten Hanke; Fernando Salvago; Johannes Kropf; Andreas Holzinger (PerCom Workshops, 2018)

A Deep Learning Approach for Privacy Preservation in Assisted Living. - Ismini Psychoula; Erinc Merdivan; Deepika Singh; Liming Chen 001; Feng Chen 004; Sten Hanke; Johannes Kropf; Andreas Holzinger; Matthieu Geist (PerCom Workshops, 2018)

Users' Privacy Concerns in IoT Based Applications. - Ismini Psychoula; Deepika Singh; Liming Chen 001; Feng Chen 004; Andreas Holzinger; Huansheng Ning (SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI, 2018)

The Need for Speed of AI Applications: Performance Comparison of Native vs. Browser-based Algorithm Implementations. - Bernd Malle; Nicola Giuliani; Peter Kieseberg; Andreas Holzinger (CoRR, 2018)

Dialogue Systems for Intelligent Human Computer Interactions. - Erinc Merdivan; Deepika Singh; Sten Hanke; Andreas Holzinger (BRAINS/WS-AFFIN@AmI, 2018)

Can we Trust Machine Learning Results? Artificial Intelligence in Safety-Critical Decision Support. - Katharina Holzinger; Klaus Mak; Peter Kieseberg; Andreas Holzinger (ERCIM News, 2018)

Explainable AI (ex-AI). - Andreas Holzinger (Inform. Spektrum, 2018)

Metabolic syndrome in hypertensive women in the age of menopause: a case study on data from general practice electronic health records. - Sefket Sabanovic; Ljiljana Trtica-Majnaric; Frantisek Babic; Michal Vadovský; Ján Paralic; Aleksandar Vcev; Andreas Holzinger (BMC Medical Informatics Decis. Mak., 2018)

Machine Learning for Family Doctors: A Case of Cluster Analysis for Studying Aging Associated Comorbidities and Frailty. - Frantisek Babic; Ljiljana Trtica-Majnaric; Sanja Bekic; Andreas Holzinger (CD-MAKE, 2019)

KANDINSKY Patterns as IQ-Test for Machine Learning. - Andreas Holzinger; Michael D. Kickmeier-Rust; Heimo Müller (CD-MAKE, 2019)

Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Deep Learning and Image Augmentation. - Sarni Suhaila Rahim; Vasile Palade; Ibrahim Almakky; Andreas Holzinger (CD-MAKE, 2019)

Insights into Learning Competence Through Probabilistic Graphical Models. - Anna Saranti; Behnam Taraghi; Martin Ebner; Andreas Holzinger (CD-MAKE, 2019)

Acceptance of Virtual Health Avatars. - Heimo Müller; Martina Lang; Bernhard Wieser; Robert Reihs; Birgit Pohn; Andreas Holzinger; Kurt Zatloukal (ICSSA, 2019)

Towards a Deeper Understanding of How a Pathologist Makes a Diagnosis: Visualization of the Diagnostic Process in Histopathology. - Birgit Pohn; Michaela Kargl; Robert Reihs; Andreas Holzinger; Kurt Zatloukal; Heimo Müller (ISCC, 2019)

NLP for the Generation of Training Data Sets for Ontology-Guided Weakly-Supervised Machine Learning in Digital Pathology. - Robert Reihs; Birgit Pohn; Kurt Zatloukal; Andreas Holzinger; Heimo Müller (ISCC, 2019)

Visualizing Uncertainty for Comparing Genomic Pediatric Brain Cancer Data. - Fleur Jeanquartier; Claire Jean-Quartier; Andreas Holzinger (IV (1), 2019)

Visualization of Histopathological Decision Making Using a Roadbook Metaphor. - Birgit Pohn; Marie-Christina Mayer; Robert Reihs; Andreas Holzinger; Kurt Zatloukal; Heimo Müller (IV (1), 2019)

From Machine Learning to Explainable AI and Beyond. - Andreas Holzinger (PECCS, 2019)

Interactive machine learning: experimental evidence for the human in the algorithmic loop - A case study on Ant Colony Optimization. - Andreas Holzinger; Markus Plass; Michael D. Kickmeier-Rust; Katharina Holzinger; Gloria Cerasela Crisan; Camelia-Mihaela Pintea; Vasile Palade (Appl. Intell., 2019)

Use case driven evaluation of open databases for pediatric cancer research. - Fleur Jeanquartier; Claire Jean-Quartier; Andreas Holzinger (BioData Min., 2019)

Biomedical image augmentation using Augmentor. - Marcus D. Bloice; Peter M. Roth; Andreas Holzinger (Bioinform., 2019)

The role of artificial intelligence and machine learning in harmonization of high-resolution post-mortem MRI (virtopsy) with respect to brain microstructure - Shane O'Sullivan; Helmut Heinsen; Lea Tenenholz Grinberg; Leila Chimelli; Edson Amaro Jr.; Paulo Hilário do Nascimento Saldiva; Fleur Jeanquartier; Claire Jean-Quartier; Maria da Graça Morais Martin; Mohammed Imran Sajid; Andreas Holzinger (Brain Informatics, 2019)

Patch augmentation: Towards efficient decision boundaries for neural networks. - Marcus D. Bloice; Peter M. Roth; Andreas Holzinger (CoRR, 2019)

Measuring the Quality of Explanations: The System Causability Scale (SCS). Comparing Human and Machine Explanations. - Andreas Holzinger; André M. Carrington; Heimo Müller (CoRR, 2019)

Distortion in Real-World Analytic Processes. - Peter Kieseberg; Lukas Daniel Klausner; Andreas Holzinger (ERCIM News, 2019)

Interactive Ant Colony Optimization to Support Adaptation in Serious Games. - Michael D. Kickmeier-Rust; Andreas Holzinger (Int. J. Serious Games, 2019)

Introduction to MAchine Learning & Knowledge Extraction (MAKE). - Andreas Holzinger (Mach. Learn. Knowl. Extr., 2019)

Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome. - Andreas Philipp Hassler; Ernestina Menasalvas; Francisco Jose Garcia-Garcia; Leocadio Rodríguez-Mañas; Andreas Holzinger (BMC Medical Informatics Decis. Mak., 2019)

Developments in Transduction, Connectivity and AI/Machine Learning for Point-of-Care Testing. - Shane O'Sullivan; Zulfiqur Ali; Xiaoyi Jiang 001; Reza Abdolvand; M. Selim Ünlü; Hugo Plácido da Silva; Justin T. Baca; Brian N. Kim; Simon Scott; Mohammed Imran Sajid; Sina Moradian; Hakhamanesh Mansoorzare; et al. (Sensors, 2019)

Causability and explainability of artificial intelligence in medicine. - Andreas Holzinger; Georg Langs; Helmut Denk; Kurt Zatloukal; Heimo Müller (WIREs Data Mining Knowl. Discov., 2019)

Towards Robust Machine Learning in the Medical Domain. - Andreas Holzinger (BIOSTEC, 2020)

Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions. - Luca Longo; Randy Goebel; Freddy Lécué; Peter Kieseberg; Andreas Holzinger (CD-MAKE, 2020)

Property-Based Testing for Parameter Learning of Probabilistic Graphical Models. - Anna Saranti; Behnam Taraghi; Martin Ebner; Andreas Holzinger (CD-MAKE, 2020)

The European Legal Framework for Medical AI. - David Schneeberger; Karl Stöger; Andreas Holzinger (CD-MAKE, 2020)

xxAI - Beyond Explainable Artificial Intelligence. - Andreas Holzinger; Randy Goebel; Ruth Fong; Taesup Moon; Klaus-Robert Müller; Wojciech Samek (xxAI@ICML, 2020)

Explainable AI Methods - A Brief Overview. - Andreas Holzinger; Anna Saranti; Christoph Molnar; Przemyslaw Biecek; Wojciech Samek (xxAI@ICML, 2020)

Towards Explainability for AI Fairness. - Jianlong Zhou; Fang Chen 001; Andreas Holzinger (xxAI@ICML, 2020)

Performing Arithmetic Using a Neural Network Trained on Digit Permutation Pairs. - Marcus D. Bloice; Peter M. Roth; Andreas Holzinger (ISMIS, 2020)

Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches. - Anna Saranti; Simon Streit; Heimo Müller; Deepika Singh; Andreas Holzinger (ISMIS (Industrial Paper), 2020)

Classification and Visualization of Patterns in Medical Images. - Heimo Müller; Peter Regitnig; Peter Ferschin; Anna Saranti; Andreas Holzinger (IV, 2020)

Reconstruct and Visualise Hierarchical Relationships in Whole Slide Images. - Markus Plass; Philipp Faulhammer; Robert Reihs; Andreas Holzinger; Kurt Zatloukal; Heimo Müller (IV, 2020)

Visualization of Decision Making in Digital Pathology as Educational Tool. - Birgit Pohn; Farah Nader; Marie-Christina Mayer; Robert Reihs; Helmut Denk; Andreas Holzinger; Kurt Zatloukal; Heimo Müller (IV, 2020)

From Explainable AI to Human-Centered AI. - Andreas Holzinger (IAL@PKDD/ECML, 2020)

Privacy-preserving Artificial Intelligence Techniques in Biomedicine. - Reihaneh Torkzadehmahani; Reza Nasirigerdeh; David B. Blumenthal; Tim Kacprowski; Markus List; Julian O. Matschinske; Julian Späth; Nina Kerstin Wenke; Béla Bihari; Tobias Frisch; Anne Hartebrodt; Anne-Christin Hauschild; et al. (CoRR, 2020)

Predicting Prostate Cancer-Specific Mortality with A.I.-based Gleason Grading. - Ellery Wulczyn; Kunal Nagpal; Matthew Symonds; Melissa Moran; Markus Plass; Robert Reihs; Farah Nader; Fraser Tan; Yuannan Cai; Trissia Brown; Isabelle Flament-Auvigne; Mahul B. Amin; et al. (CoRR, 2020)

KANDINSKY Patterns: A Swiss-Knife for the Study of Explainable AI. - Andreas Holzinger; Peter Kieseberg; Heimo Müller (ERCIM News, 2020)

Verbinden von Natürlicher und Künstlicher Intelligenz: eine experimentelle Testumgebung für Explainable AI (xAI). - Andreas Holzinger; Heimo Müller (HMD Prax. Wirtsch., 2020)

Measuring the Quality of Explanations: The System Causability Scale (SCS). - Andreas Holzinger; André M. Carrington; Heimo Müller (Künstliche Intell., 2020)

A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms. - André M. Carrington; Paul W. Fieguth; Hammad Qazi; Andreas Holzinger; Helen H. Chen; Franz Mayr; Douglas G. Manuel (BMC Medical Informatics Decis. Mak., 2020)

Towards a Better Understanding of the Workflows: Modeling Pathology Processes in View of Future AI Integration. - Michaela Kargl; Peter Regitnig; Heimo Müller; Andreas Holzinger (AI and ML for Digital Pathology, 2020)

Developments in AI and Machine Learning for Neuroimaging. - Shane O'Sullivan; Fleur Jeanquartier; Claire Jean-Quartier; Andreas Holzinger; Dan Shiebler; Pradip Moon; Claudio Angione (AI and ML for Digital Pathology, 2020)

Fuzzy Image Processing and Deep Learning for Microaneurysms Detection. - Sarni Suhaila Rahim; Vasile Palade; Ibrahim Almakky; Andreas Holzinger (AI and ML for Digital Pathology, 2020)

Image Processing and Machine Learning Techniques for Diabetic Retinopathy Detection: A Review. - Sarni Suhaila Rahim; Vasile Palade; Andreas Holzinger (AI and ML for Digital Pathology, 2020)

Expectations of Artificial Intelligence for Pathology. - Peter Regitnig; Heimo Müller; Andreas Holzinger (AI and ML for Digital Pathology, 2020)

Digital Transformation for Sustainable Development Goals (SDGs) - A Security, Safety and Privacy Perspective on AI. - Andreas Holzinger; Edgar R. Weippl; A Min Tjoa; Peter Kieseberg (CD-MAKE, 2021)

The Next Frontier: AI We Can Really Trust. - Andreas Holzinger (PKDD/ECML Workshops (1), 2021)

Kandinsky Patterns. - Heimo Müller; Andreas Holzinger (Artif. Intell., 2021)

Medical artificial intelligence: the European legal perspective. - Karl Stöger; David Schneeberger; Andreas Holzinger (Commun. ACM, 2021)

Legal aspects of data cleansing in medical AI. - Karl Stöger; David Schneeberger; Peter Kieseberg; Andreas Holzinger (Comput. Law Secur. Rev., 2021)

Toward Human-AI Interfaces to Support Explainability and Causability in Medical AI. - Andreas Holzinger; Heimo Müller (Computer, 2021)

The Ten Commandments of Ethical Medical AI. - Heimo Müller; Michaela Theresia Mayrhofer; Evert-Ben van Veen; Andreas Holzinger (Computer, 2021)

KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence. - Andreas Holzinger; Anna Saranti; Heimo Müller (CoRR, 2021)

Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation. - André M. Carrington; Douglas G. Manuel; Paul W. Fieguth; Tim Ramsay; Venet Osmani; Bernhard Wernly; Carol Bennett; Steven Hawken; Matthew McInnes; Olivia Magwood; Yusuf Sheikh; Andreas Holzinger (CoRR, 2021)

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond. - Julian O. Matschinske; Julian Späth; Reza Nasirigerdeh; Reihaneh Torkzadehmahani; Anne Hartebrodt; Balázs Orbán; Sándor Fejér; Olga I. Zolotareva; Mohammad Bakhtiari; Béla Bihari; Marcus D. Bloice; Nina C. Donner; et al. (CoRR, 2021)

Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI. - Bastian Pfeifer; Anna Saranti; Andreas Holzinger (CoRR, 2021)

Explainable AI and Multi-Modal Causability in Medicine. - Andreas Holzinger (i-com, 2021)

Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI. - Andreas Holzinger; Bernd Malle; Anna Saranti; Bastian Pfeifer (Inf. Fusion, 2021)

Performing arithmetic using a neural network trained on images of digit permutation pairs. - Marcus D. Bloice; Peter M. Roth; Andreas Holzinger (J. Intell. Inf. Syst., 2021)

Recommender systems in the healthcare domain: state-of-the-art and research issues. - Thi Ngoc Trang Tran; Alexander Felfernig; Christoph Trattner; Andreas Holzinger (J. Intell. Inf. Syst., 2021)

Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions. - Miroslav Hudec; Erika Mináriková; Radko Mesiar; Anna Saranti; Andreas Holzinger (Knowl. Based Syst., 2021)

Mutation-based clustering and classification analysis reveals distinctive age groups and age-related biomarkers for glioma. - Claire Jean-Quartier; Fleur Jeanquartier; Aydin Ridvan; Matthias Kargl; Tica Mirza; Tobias Stangl; Robi Markac; Mauro Jurada; Andreas Holzinger (BMC Medical Informatics Decis. Mak., 2021)

Effects of Fairness and Explanation on Trust in Ethical AI. - Alessa Angerschmid; Kevin Theuermann; Andreas Holzinger; Fang Chen 001; Jianlong Zhou (CD-MAKE, 2022)

The ROC Diagonal is Not Layperson's Chance: A New Baseline Shows the Useful Area. - André M. Carrington; Paul W. Fieguth; Franz Mayr; Nick D. James; Andreas Holzinger; John W. Pickering; Richard I. Aviv (CD-MAKE, 2022)

Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations. - Ferdinand Hönigsberger; Anna Saranti; Alessa Angerschmid; Carl Orge Retzlaff; Christoph Gollob; Sarah Witzmann; Arne Nothdurft; Peter Kieseberg; Andreas Holzinger; Karl Stampfer (CD-MAKE, 2022)

Robust Random Forest-Based All-Relevant Feature Ranks for Trustworthy AI. - Bastian Pfeifer; Andreas Holzinger; Michael G. Schimek (MIE, 2022)

Personas for Artificial Intelligence (AI) an Open Source Toolbox. - Andreas Holzinger; Michaela Kargl; Bettina Kipperer; Peter Regitnig; Markus Plass; Heimo Müller (IEEE Access, 2022)

Special issue on Explainable Artificial Intelligence (XAI). - Tim Miller 001; Robert R. Hoffman; Ofra Amir; Andreas Holzinger (Artif. Intell., 2022)

A manifesto on explainability for artificial intelligence in medicine. - Carlo Combi; Beatrice Amico; Riccardo Bellazzi; Andreas Holzinger; Jason H. Moore; Marinka Zitnik; John H. Holmes (Artif. Intell. Medicine, 2022)

Federated Random Forests can improve local performance of predictive models for various healthcare applications. - Anne-Christin Hauschild; Marta Lemanczyk; Julian O. Matschinske; Tobias Frisch; Olga I. Zolotareva; Andreas Holzinger; Jan Baumbach; Dominik Heider (Bioinform., 2022)

GNN-SubNet: disease subnetwork detection with explainable graph neural networks. - Bastian Pfeifer; Anna Saranti; Andreas Holzinger (Bioinform., 2022)

Understanding and Explaining Diagnostic Paths: Toward Augmented Decision Making. - Markus Plass; Michaela Kargl; Patrick Nitsche; Emilian Jungwirth; Andreas Holzinger; Heimo Müller (IEEE Computer Graphics and Applications, 2022)

Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization. - Javier Del Ser; Alejandro Barredo Arrieta; Natalia Díaz Rodríguez; Francisco Herrera; Andreas Holzinger (CoRR, 2022)

Challenges in Artificial Intelligence for Smart Forestry. - Andreas Holzinger; Karl Stampfer; Arne Nothdurft; Christoph Gollob; Peter Kieseberg (ERCIM News, 2022)

The explainability paradox: Challenges for xAI in digital pathology. - Theodore Evans; Carl Orge Retzlaff; Christian Geißler; Michaela Kargl; Markus Plass; Heimo Müller; Tim-Rasmus Kiehl; Norman Zerbe; Andreas Holzinger (Future Gener. Comput. Syst., 2022)

Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence. - Andreas Holzinger; Matthias Dehmer; Frank Emmert-Streib; Rita Cucchiara; Isabelle Augenstein; Javier Del Ser; Wojciech Samek; Igor Jurisica; Natalia Díaz Rodríguez (Inf. Fusion, 2022)

Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs. - Bettina Finzel; Anna Saranti; Alessa Angerschmid; David E. Tafler; Bastian Pfeifer; Andreas Holzinger (Künstliche Intell., 2022)

Fairness and Explanation in AI-Informed Decision Making. - Alessa Angerschmid; Jianlong Zhou; Kevin Theuermann; Fang Chen 001; Andreas Holzinger (Mach. Learn. Knowl. Extr., 2022)

Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions. - Andreas Holzinger; Anna Saranti; Alessa Angerschmid; Carl Orge Retzlaff; Andreas Gronauer; Vladimir Pejakovic; Francisco Medel-Jimenez; Theresa Krexner; Christoph Gollob; Karl Stampfer (Sensors, 2022)

SKY-LAUT - Carriage-based laser scanner data from Austrian forest stands. - Christoph Gollob; Ralf Krassnitzer; Tim Ritter; Andreas Tockner; Gernot Erber; Martin Kühmaier; Ferdinand Hönigsberger; Thomas Varch; Andreas Holzinger; Karl Stampfer; Arne Nothdurft (Zenodo, 2022)

SKY-LAUT - Carriage-based laser scanner data from Austrian forest stands. - Christoph Gollob; Ralf Krassnitzer; Tim Ritter; Andreas Tockner; Gernot Erber; Martin Kühmaier; Ferdinand Hönigsberger; Thomas Varch; Andreas Holzinger; Karl Stampfer; Arne Nothdurft (Zenodo, 2022)

Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning. - Anna Saranti; Miroslav Hudec; Erika Mináriková; Zdenko Takác; Udo Großschedl; Christoph Koch 006; Bastian Pfeifer; Alessa Angerschmid; Andreas Holzinger (Mach. Learn. Knowl. Extr., 2022)

Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition. - Arne Gevaert; Anna Saranti; Andreas Holzinger; Yvan Saeys (CD-MAKE, 2023)

Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning. - Andreas Holzinger; Anna Saranti; Anne-Christin Hauschild; Jacqueline Michelle Beinecke; Dominik Heider; Richard Röttger; Heimo Müller; Jan Baumbach; Bastian Pfeifer (CD-MAKE, 2023)

Controllable AI - An Alternative to Trustworthiness in Complex AI Systems? - Peter Kieseberg; Edgar R. Weippl; A Min Tjoa; Federico Cabitza; Andrea Campagner; Andreas Holzinger (CD-MAKE, 2023)

The Tower of Babel in Explainable Artificial Intelligence (XAI). - David Schneeberger; Richard Röttger; Federico Cabitza; Andrea Campagner; Markus Plass; Heimo Müller; Andreas Holzinger (CD-MAKE, 2023)

Ethical ChatGPT: Concerns, Challenges, and Commandments. - Jianlong Zhou; Heimo Müller; Andreas Holzinger; Fang Chen 001 (CoRR, 2023)

Explainable AI with counterfactual paths. - Bastian Pfeifer; Mateusz Krzyzinski; Hubert Baniecki; Anna Saranti; Andreas Holzinger; Przemyslaw Biecek (CoRR, 2023)

Be Careful When Evaluating Explanations Regarding Ground Truth. - Hubert Baniecki; Maciej Chrabaszcz; Andreas Holzinger; Bastian Pfeifer; Anna Saranti; Przemyslaw Biecek (CoRR, 2023)

Procurement of Secure AI - A Practical Guide. - Peter Kieseberg; Simon Tjoa; Andreas Holzinger (ERCIM News, 2023)

Food Waste Reduction in Healthcare - Challenges in Integrating Usage Data with Scorings. - Johann Steszgal; Peter Kieseberg; Andreas Holzinger (ERCIM News, 2023)

Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI. - Federico Cabitza; Andrea Campagner; Gianclaudio Malgieri; Chiara Natali; David Schneeberger; Karl Stöger; Andreas Holzinger (Expert Syst. Appl., 2023)

Artificial Intelligence Ethics and Trust: From Principles to Practice. - Fang Chen 001; Jianlong Zhou; Andreas Holzinger; Kenneth R. Fleischmann; Simone Stumpf (IEEE Intell. Syst., 2023)

Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation. - André M. Carrington; Douglas G. Manuel; Paul W. Fieguth; Tim Ramsay; Venet Osmani; Bernhard Wernly; Carol Bennett; Steven Hawken; Olivia Magwood; Yusuf Sheikh; Matthew McInnes; Andreas Holzinger (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Special Issue "Selected Papers from CD-MAKE 2020 and ARES 2020". - Edgar R. Weippl; Andreas Holzinger; Peter Kieseberg (Mach. Learn. Knowl. Extr., 2023)

The Cost of Understanding - XAI Algorithms towards Sustainable ML in the View of Computational Cost. - Claire Jean-Quartier; Katharina Bein; Lukas Hejny; Edith Hofer; Andreas Holzinger; Fleur Jeanquartier (Comput., 2023)

Ensemble-GNN: Source Code and Data. - Bastian Pfeifer; Hryhorii Chereda; Roman Martin; Anna Saranti; Sandra Clemens; Anne-Christin Hauschild; Tim Beißbarth; Andreas Holzinger; Dominik Heider (Zenodo, 2023)

Toward human-level concept learning: Pattern benchmarking for AI algorithms. - Andreas Holzinger; Anna Saranti; Alessa Angerschmid; Bettina Finzel; Ute Schmid; Heimo Müller (Patterns, 2023)

Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification. - Bastian Pfeifer; Hryhorii Chereda; Roman Martin; Anna Saranti; Sandra Clemens; Anne-Christin Hauschild; Tim Beißbarth; Andreas Holzinger; Dominik Heider (Bioinform., 2023)

Human-Centered AI in Smart Farming: Toward Agriculture 5.0. - Andreas Holzinger; Iztok Fister 001; Iztok Fister Jr.; Hans-Peter Kaul; Senthold Asseng (IEEE Access, 2024)

Special issue on Human-Centered Artificial Intelligence for One Health. - Paolo Buono; Nadia Berthouze; Maria Francesca Costabile; Adela Grando; Andreas Holzinger (Artif. Intell. Medicine, 2024)

Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists. - Carl Orge Retzlaff; Alessa Angerschmid; Anna Saranti; David Schneeberger; Richard Röttger; Heimo Müller; Andreas Holzinger (Cogn. Syst. Res., 2024)

Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS). - Sarah Wagner; Alessa Angerschmid; Anna Saranti; Christoph Gollob; Tim Ritter; Ralf Krassnitzer; Andreas Tockner; Sarah Witzmann; Andreas Holzinger; Karl Stampfer; Arne Nothdurft (Ecol. Informatics, 2024)

Controllable Artificial Intelligence. - Peter Kieseberg; Simon Tjoa; Andreas Holzinger (ERCIM News, 2024)

Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. - Luca Longo; Mario Brcic; Federico Cabitza; Jaesik Choi; Roberto Confalonieri 001; Javier Del Ser; Riccardo Guidotti; Yoichi Hayashi; Francisco Herrera; Andreas Holzinger; Richard Jiang 001; Hassan Khosravi; et al. (Inf. Fusion, 2024)

Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities. - Carl Orge Retzlaff; Srijita Das 001; Christabel Wayllace; Payam Mousavi; Mohammad Afshari; Tianpei Yang; Anna Saranti; Alessa Angerschmid; Matthew E. Taylor; Andreas Holzinger (J. Artif. Intell. Res., 2024)

CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks. - Jacqueline Michelle Metsch; Anna Saranti; Alessa Angerschmid; Bastian Pfeifer; Vanessa Klemt; Andreas Holzinger; Anne-Christin Hauschild (J. Biomed. Informatics, 2024)

From 3D point-cloud data to explainable geometric deep learning: State-of-the-art and future challenges. - Anna Saranti; Bastian Pfeifer; Christoph Gollob; Karl Stampfer; Andreas Holzinger (WIREs Data. Mining. Knowl. Discov., 2024)

On generating trustworthy counterfactual explanations. - Javier Del Ser; Alejandro Barredo Arrieta; Natalia Díaz Rodríguez; Francisco Herrera; Anna Saranti; Andreas Holzinger (Inf. Sci., 2024)

col-LAUT - Colorized point clouds of marked trees collected with Terrestrial and Personal laser scanning from Austrian forest stands. - Sarah Wagner; Alessa Angerschmid; Anna Saranti; Christoph Gollob; Tim Ritter; Ralf Krassnitzer; Andreas Tockner; Sarah Witzmann; Andreas Holzinger; Karl Stampfer; Arne Nothdurft (Zenodo, 2024)

Sensors for Digital Transformation in Smart Forestry. - Florian Ehrlich-Sommer; Ferdinand Hönigsberger; Christoph Gollob; Arne Nothdurft; Karl Stampfer; Andreas Holzinger (Sensors, 2024)

NarmViz: A novel method for visualization of time series numerical association rules for smart agriculture. - Iztok Fister Jr.; Iztok Fister 001; Vili Podgorelec; Sancho Salcedo-Sanz; Andreas Holzinger (Expert Syst. J. Knowl. Eng., 2024)

LLM in the Loop: A Framework for Contextualizing Counterfactual Segment Perturbations in Point Clouds. - Veljka Kocic; Niko Lukac; Dzemail Rozajac; Stefan Schweng; Christoph Gollob; Arne Nothdurft; Karl Stampfer; Javier Del Ser; Andreas Holzinger (IEEE Access, 2025)

Gamifying information security: Adversarial risk exploration for IT/OT infrastructures. - Robert Luh; Sebastian Eresheim; Paul Tavolato; Thomas Petelin; Simon Gmeiner; Andreas Holzinger; Sebastian Schrittwieser (Comput. Secur., 2025)

Integrating Belief-Desire-Intention agents with large language models for reliable human-robot interaction and explainable Artificial Intelligence. - Laurent Frering; Gerald Steinbauer-Wagner; Andreas Holzinger (Eng. Appl. Artif. Intell., 2025)

Fine-tuning language model embeddings to reveal domain knowledge: An explainable artificial intelligence perspective on medical decision making. - Ceca Kraisnikovic; Robert Harb; Markus Plass; Wael Al Zoughbi; Andreas Holzinger; Heimo Müller (Eng. Appl. Artif. Intell., 2025)

Enhancing trust in automated 3D point cloud data interpretation through explainable counterfactuals. - Andreas Holzinger; Niko Lukac; Dzemail Rozajac; Emile Johnston; Veljka Kocic; Bernhard Hoerl; Christoph Gollob; Arne Nothdurft; Karl Stampfer; Stefan Schweng; Javier Del Ser (Inf. Fusion, 2025)

Tree smoothing: Post-hoc regularization of tree ensembles for interpretable machine learning. - Bastian Pfeifer; Arne Gevaert; Markus Loecher; Andreas Holzinger (Inf. Sci., 2025)

On the disagreement problem in Human-in-the-Loop federated machine learning. - Matthias Huelser; Heimo Müller; Natalia Díaz Rodríguez; Andreas Holzinger (J. Ind. Inf. Integr., 2025)

NiaAML: AutoML for classification and regression pipelines. - Iztok Fister Jr.; Laurenz A. Farthofer; Luka Pecnik; Iztok Fister 001; Andreas Holzinger (SoftwareX, 2025)

A Practical Tutorial on Explainable AI Techniques. - Adrien Bennetot; Ivan Donadello; Ayoub El Qadi; Mauro Dragoni; Thomas Frossard; Benedikt Wagner; Anna Saranti; Silvia Tulli; Maria Trocan; Raja Chatila 001; Andreas Holzinger; Artur d'Avila Garcez; et al. (ACM Comput. Surv., 2025)

World Models in Artificial Intelligence: Sensing, Learning, and Reasoning Like a Child. - Javier Del Ser; Jesus L. Lobo; Heimo Müller; Andreas Holzinger (CoRR, 2025)

Usability in human-robot collaborative workspaces. - Lisa-Marie Schraick; Florian Ehrlich-Sommer; Karl Stampfer; Oliver Meixner; Andreas Holzinger (Univers. Access Inf. Soc., 2025)

Class imbalance in multi-resident activity recognition: an evaluative study on explainability of deep learning approaches. - Deepika Singh; Erinc Merdivan; Johannes Kropf; Andreas Holzinger (Univers. Access Inf. Soc., 2025)

Robot usability in the wild: bridging accessibility gaps for diverse user groups in complex forestry operations. - Florian Ehrlich-Sommer; Bernhard Hoerl; Christoph Gollob; Arne Nothdurft; Karl Stampfer; Andreas Holzinger (Univers. Access Inf. Soc., 2025)

Explaining and visualizing black-box models through counterfactual paths. - Bastian Pfeifer; Mateusz Krzyzinski; Hubert Baniecki; Andreas Holzinger; Przemyslaw Biecek (Pattern Anal. Appl., 2025)