Research Output per year
Research Output 1995 2019
- 1 - 50 out of 144 results
- Publication Year, Title (descending)
2019
Insights into Learning Competence Through Probabilistic Graphical Models
Saranti, A., Taraghi, B., Ebner, M. & Holzinger, A., 2 Sep 2019, Machine Learning and Knowledge Extraction: Third IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2019, Canterbury, UK, August 26–29, 2019, Proceedings. Holzinger, A., Kieseberg, P., Tjoa, A. M. & Weippl, E. (eds.). Cham: Springer International Publishing AG , p. 250-271 (Lecture Notes in Computer Science; vol. 11713).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
2018
Dimensionality Reduction for Exploratory Data Analysis in Daily Medical Research
Girardi, D. & Holzinger, A., 21 Apr 2018, Advanced Data Analytics in Health. Giabbanelli, P. J., Mago, V. K. & Papageorgiou, E. I. (eds.). Cham: Springer International, p. 3-20Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Industrial applications
Data mining
Ontology
Data acquisition
Processing
2017
A Tutorial on Machine Learning and Data Science Tools with Python
Bloice, M. D. & Holzinger, A., 3 Feb 2017, Machine Learning for Health Informatics. Lecture Notes in Artificial Intelligence LNAI 9605. Cham: Springer International, p. 435-480Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Learning systems
Data structures
Neural networks
Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning
Robert, S., Büttner, S., Röcker, C. & Holzinger, A., 8 Apr 2017, Springer Lecture Notes in Artificial Intelligence LNAI 9605. Springer, p. 357-376Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Learning systems
Industrial applications
Uncertainty
Decision making
Health
2016
Application of Graph Entropy for Knowledge Discovery and Data Mining
Calero Valdez, A., Dehmer, M. & Holzinger, A., 24 Sep 2016, Mathematical Foundations and Applications of Graph Entropy. Dehmer, M., Emmert-Streib, F., Chen, Z., Li, X. & Shi, Y. (eds.). John Wiley & Sons, Inc, p. 259-276 (Quantitative and Network Biology Series).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Data mining
Entropy
Physics
Integrating Open Data on Cancer in Support to Tumor Growth Analysis
Jeanquartier, F., Jean-Quartier, C., Schreck, T., Cemernek, D. & Holzinger, A., 10 Aug 2016, Lecture Notes in Computer Science LNCS 9832. Heidelberg, Berlin, New York: Springer, p. 49-66Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
File
Tumors
User interfaces
Kinetics
Knowledge Discovery from Complex High Dimensional Data
Lee, S. & Holzinger, A., 10 Jul 2016, Solving Large Scale Learning Tasks. Challenges and Algorithms: Springer Lecture Notes in Artificial Intelligence LNAI 9580. Michaelis, S., Piatkowski, N. & Stolpe, M. (eds.). Heidelberg, Berlin, New York: Springer International, p. 148 167 p.Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Data mining
Graph theory
Knowledge representation
Large scale systems
Data acquisition
Machine Learning for Health Informatics
Holzinger, A., 22 Dec 2016, Machine Learning for Health Informatics: State-of-the-Art and Future Challenges, Lecture Notes in Artificial Intelligence LNAI 9605. Holzinger, A. (ed.). Cham: Springer International, p. 1-24 (Lecture Notes in Artificial Intelligence; vol. 9605).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Learning systems
Health
Protein folding
Data privacy
Data visualization
Ontology-Guided Principal Component Analysis: Reaching the limits of the doctor-in-the-loop
Wartner, S., Girardi, D., Trenkler, J., Wiesinger-Widi, M., Kleiser, R. & Holzinger, A., 19 Aug 2016, Springer Lecture Notes in Computer Science LNCS 9832: Information Technology in Bio- and Medical Informatics. Heidelberg, Berlin, New York: Springer, p. 22-33Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
File
Principal component analysis
Ontology
Visualization
Tumor Growth Simulation Profiling
Jean-Quartier, C., Jeanquartier, F., Cemernek, D. & Holzinger, A., 15 Aug 2016, Lecture Notes in Computer Science. Springer, p. 208-213Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Tumors
Cell growth
Bioinformatics
Medicine
Visualization
2015
A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-loop
Girardi, D., Küng, J. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI. 1 ed. Heidelberg, Berlin: Springer, p. 389-398 (Lecture Notes in Artificial Intelligence).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Fuzzy Image Processing
Rahim, S. S., Palade, V., Jayne, C., Holzinger, A. & Shuttleworth, J., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI. Guo, Y., Friston, K., Faisal, A. A., Hill, S. & Peng, H. (eds.). 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer International, Vol. 9250. p. 379-388 (Lecture Notes in Artificial Intelligence; vol. 9250).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Screening
Image processing
Image classification
Image acquisition
Medical problems
From Smart Health to Smart Hospitals
Holzinger, A., Röcker, C. & Ziefle, M., 25 Feb 2015, Springer Lecture Notes in Computer Science LNCS. Heidelberg, Berlin, New York: Springer, Vol. 8700. p. 1-20Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Health
Medicine
Ubiquitous computing
Ecosystems
Sensor networks
Interactive and Iterative Annotation for Biomedical Entity Recognition
Yimam, S. M., Biemann, C., Majnaric, L., Sabanovic, S. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI 9250. 1 ed. Heidelberg, Berlin: Springer, p. 347-357Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Medicine and Health Care as a Data Problem: Will Computers become better medical doctors?
Holzinger, A., Duerr-Specht, M. & Goebel, R., 2015, Smart Health: Open Problems and Future Challenges, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Heidelberg, Berlin: Springer, p. 21-39Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues
Müller, H., Reihs, R., Zatloukal, K., Jeanquartier, F., Merino Martinez, R., Enckevort, D., Swertz, M. & Holzinger, A., 2015, Smart Health: State-of-the-Art and Beyond, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer International, p. 261-273Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges
Donsa, K., Spat, S., Beck, P., Pieber, T. & Holzinger, A., 2015, Smart Health: Open Problems and Future Challenges, Springer Lecture Notes in Computer Science LNCS 8700. 1 ed. Cham, Heidelberg, New York, Dordrecht, London: Springer, p. 237-260Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Therapeutics
Life Style
Insulin
Machine Learning
Self Care
Witness for the Doctor in the Loop
Kieseberg, P., Schantl, J., Frühwirt, P., Weippl, E. & Holzinger, A., 2015, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI 9250. 1 ed. Heidelberg, Berlin: Springer, p. 369-378Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
2014
Big Complex Biomedical Data: Towards a Taxonomy of Data
Holzinger, A., Stocker, C. & Dehmer, M., 2014, Communications in Computer and Information Science Springer CCIS 455. 1 ed. Heidelberg, Berlin: Springer, p. 3-18Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Biobanks – A Source of large Biological Data Sets: Open Problems and Future Challenges
Holzinger, A. & Huppertz, B., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 317-330Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges
Holzinger, A., Schantl, J., Schroettner, M., Seifert, C. & Verspoor, K., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 271-300Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining
Holzinger, K., Palade, V., Rabadan, R. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 35-56Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Evolutionary algorithms
Data mining
Ant colony optimization
Genetic programming
Immune system
Enhancing Interdisciplinary Cooperation by Social Platforms: Assessing the Usefulness of Bibliometric Social Network Visualization in Large-Scale Research Clusters
Calero Valdez, A., Schaar, A-K., Ziefle, M. & Holzinger, A., 2014, Human Interface and the Management of Information. Information and Knowledge Design and Evaluation, Lecture Notes in Computer Science LNCS 8521. Yamamoto, S. (ed.). 1 ed. Heidelberg, Berlin: Springer, p. 298-309Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Visualization
Cybernetics
Planning
Entropy-Based Data Mining on the Example of Cardiac Arrhythmia Suppression
Bachler, M., Hörtenhuber, M., Mayer, C., Holzinger, A. & Wassertheurer, S., 2014, Brain Informatics and Health, Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 574-585Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Extravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical Informatics
Holzinger, A., 2014, Brain Informatics and Health, BIH 2014, Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 502-515Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
From Computer Innovation to Human Integration: Current Trends and Challenges for Pervasive HealthTechnologies
Holzinger, A., Röcker, C. & Ziefle, M., 2014, Pervasive Health, Human-Computer Interaction. 1 ed. London: Springer, p. 1-17Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Knowledge Discovery & Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System
Yildirim, P., Bloice, M. D. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. Heidelberg, Berlin: Springer, p. 101-116Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Knowledge Discovery and Data Mining in Biomedical Informatics: The future is in Integrative, Interactive Machine Learning Solutions
Holzinger, A. & Jurisica, I., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 8401. p. 1-18Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Data mining
Learning systems
Fusion reactions
Processing
Costs
Lecture 5 Semi-structured, weakly structured and unstructured data
Holzinger, A., 2014, Biomedical Informatics: Discovering Knowledge in Big Data. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 219-268Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital
Holzinger, A., Sommerauer, B., Spitzer, P., Juric, S., Zalik, B., Debevc, M., Lidynia, C., Calero Valdez, A., Röcker, C. & Ziefle, M., 2014, Availability, Reliability, and Security in Information Systems. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 110-123Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Mobile computing
Mobile devices
Pediatrics
Health care
Information management
Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges
Holzinger, A., Ofner, B. & Dehmer, M., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 241-254Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics
Turkay, C., Jeanquartier, F., Holzinger, A. & Hauser, H., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. 1 ed. Heidelberg, Berlin: Springer, p. 117-140Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
On Entropy-Based Data Mining
Holzinger, A., Hörtenhuber, M., Mayer, C., Bachler, M., Wassertheurer, S., Pinho, A. & Koslicki, D., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, LNCS 8401. 1 ed. Heidelberg, Berlin, New York: Springer, Vol. 8401. p. 209-226Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Data mining
Entropy
On Graph Extraction from Image Data
Holzinger, A., Malle, B. & Giuliani, N., 2014, Brain Informatics and Health, BIH 2014, Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 552-563Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Data mining
HTML
Web browsers
Image classification
Watersheds
On Patient’s Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning
Babic, F., Majnaric, L., Lukacova, A., Paralic, J. & Holzinger, A., 2014, Information Technology in Bio- and Medical Informatics. 1 ed. Heidelberg, Berlin: Springer, p. 118-132Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
On Terrain Coverage Optimization by Using a Network Approach for universal Graph-based Data Mining and Knowledge Discovery
Preuss, M., Dehmer, M., Pickl, S. & Holzinger, A., 2014, BIH 2014 Lecture Notes in Artificial Intelligence LNAI 8609. 1 ed. Heidelberg, Berlin: Springer, p. 564-573Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process
Holzinger, A., Malle, B., Bloice, M. D., Wiltgen, M., Ferri, M., Stanganelli, I. & Hoffmann-Wellenhof, R., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 57-80Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research › peer-review
Open Access
File
Data mining
Topology
Computational geometry
Graph theory
Photography
On the Usage of Health Records for the Teaching of Decision-Making to Students of Medicine
Bloice, M. D., Simonic, K-M. & Holzinger, A., 2014, The New Development of Technology Enhanced Learning Lecture Notes in Educational Technology Concept, Research and Best practice. 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 185-201Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
On Topological Data Mining
Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. Yu, L. (ed.). 1 ed. Heidelberg, Berlin: Springer, Vol. 8401. p. 331-356 (Lecture Notes in Computer Science LNCS).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Personalized Medicine by Means of Complex Networks – a Big Data Challenge
Dehmer, M., Holzinger, A. & Emmert-Streib, F., 2014, Big Data und Datenschutz – Gegenseitige Herausforderungen. 1 ed. Zürich, Basel, Genf: Schulthess Juristische Medien AG, p. 37-44Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Protecting Anonymity in Data-Driven Biomedical Science
Kieseberg, P., Hobel, H., Schrittwieser, S., Weippl, E. & Holzinger, A., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics, Lecture Notes in Computer Science, LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 301-316Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers
Holzinger, A., Schwarz, M., Ofner, B., Jeanquartier, F., Calero Valdez, A., Röcker, C. & Ziefle, M., 2014, Availability, Reliability, and Security in Information Systems. Teufel, S., Min, T. A., You, I. & Weippl, E. (eds.). 1 ed. Heidelberg, New York, Dordrecht, London: Springer, p. 124-137Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Visual Data Mining: Effective Exploration of the Biological Universe
Otasek, D., Pastrello, C., Holzinger, A. & Jurisica, I., 2014, Interactive Knowledge Discovery and Data Mining in Biomedical Informatics: State-of-the-Art and Future Challenges. Lecture Notes in Computer Science LNCS 8401. 1 ed. Heidelberg, Berlin: Springer, p. 19-33Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
2013
Acceptance of Telemedical Treatments – A Medical Professional Point of View
Ziefle, M., Klack, L., Wilkowska, W. & Holzinger, A., 2013, Human Interface and the Management of Information. Information and Interaction for Health, Safety, Mobility and Complex Environments, Lecture Notes in Computer Science LNCS 8017. 1 ed. Heidelberg, Berlin, New York: Springer, p. 325-334Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Combining HCI, Natural Language Processing, and Knowledge Discovery - Potential of IBM Content Analytics as an Assistive Technology in the Biomedical Field
Holzinger, A., Stocker, C., Ofner, B., Prohaska, G., Brabenetz, A. & Hoffmann-Wellenhof, R., 2013, HCI-KDD Knowledge Discovery from Big Data. 1 ed. Heidelberg, Berlin, New York: Springer, p. 13-24Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Human–Computer Interaction & Knowledge Discovery HCI-KDD : What is the benefit of bringing those two fields to work together?
Holzinger, A., 2013, Multidisciplinary Research and Practice for Information Systems, Springer Lecture Notes in Computer Science LNCS 8127. 1 ed. Heidelberg, Berlin, New York: Springer, p. 319-328Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Influence of Organizational Culture and Communication on the Successful Implementation of Information Technology in Hospitals
Xie, S., Helfert, M., Lugmayr, A., Heimgärtner, R. & Holzinger, A., 2013, Cross-Cultural Design: Cultural Differences in Everyday Life . 1 ed. Heidelberg, Berlin, New York: Springer, p. 165-174 (Lecture Notes in Computer Science ; vol. 8024).Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Introducing an Information System for Successful Support of Selective Attention in Online Courses
Ebner, M., Wachtler, J. & Holzinger, A., 2013, Universal Access in Human-Computer Interaction. Applications and Services for Quality of Life, Lecture Notes in Computer Science LNCS 8011. 1 ed. Berlin, Heidelberg: Springer, p. 153-162Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
Older Users’ Wish List for Technology Attributes A Comparison of Household and Medical Technologies
Holzinger, A., Himmel, S. & Ziefle, M., 2013, Availability, Reliability, and Security in Information Systems and HCI Lecture Notes in Computer Science Volume 8127. Heidelberg, Berlin: Springer, p. 16-27Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File
On Graph Entropy Measures for Knowledge Discovery from Publication Network Data
Holzinger, A., Ofner, B., Stocker, C., Calero Valdez, A., Schaar, A-K., Ziefle, M. & Dehmer, M., 2013, Multidisciplinary Research and Practice for Information Systems. 1 ed. Heidelberg, Berlin, New York: Springer, p. 354-362Research output: Chapter in Book/Report/Conference proceeding › Chapter › Research
Open Access
File