Dr. Bernhard Freudenthaler

Executive Head Data Analysis Systems
Phone: +43 7236 3343 850
Fax: +43 7236 3343 888


Data Science - DAS

J. Martinez Gil, B. Freudenthaler, T. Natschläger. Automatic recommendation of prognosis measures for mechanical components based on massive text mining (extended version). International Journal of Web Information Systems, volume 14, number 4, pages 480-494, DOI: 10.1108/IJWIS-04-2018-0029, December, 2018.

J. Martínez Gil, B. Freudenthaler, T. Natschläger. Recommendation of job offers using random forests and support vector machines. Proceedings of the Workshops of the EDBT/ICDT 2018 Joint Conference (EDBT/ICDT 2018), CEUR Workshop Proceedings, volume 2083, pages 22-27, EUR-WS.org, March, 2018.

P. Praher, B. Freudenthaler, W. Schröder. Smart Maintenance - Unterstützung und Weiterentwicklung der Instandhaltung durch intelligente Datananalysen. Jahrbuch Instandhaltungstage 2018, pages 96-99, Leykam Buchverlag, April, 2018.

J. Martinez-Gil, B. Freudenthaler, T. Natschläger. Automatic recommendation of prognosis measures for mechanical components based on massive text mining. In M. Indrawan-Santiago, I. Salvadori, M. Steinbauer, I. Khalil, G. Anderst-Kotsis (editors), Proceedings of the 19th International Conference on Information Integration and Web-based Applications & Services (iiWAS 2017), pages 32-39, DOI 10.1145/3151759.3151774, ACM, December, 2017.

A. Kinz, W. Schröder, P. Praher, B. Freudenthaler, T. Passath. Dynamisierung und wertschöpfungsorientierte Optimierung der Instandhaltungsstrategie - Smart Maintenance in einem komplexen Fertigungssystem. In G. Horn (editor), Der Instandhaltungs-Berater, volume 74. Ergänzung/Aktualisierung, December, 2017.

A. Buga, B. Freudenthaler, J. Martinez Gil, S. Nemes, L. Paoletti. Management of accurate profile matching using multi-cloud service interaction. In M. Indrawan-Santiago, I. Salvadori, M. Steinbauer, I. Khalil, G. Anderst-Kotsis (editors), Proceedings of the 19th International Conference on Information Integration and Web-based Applications & Services (iiWAS 2017), pages 161-165, DOI 10.1145/3151759.3151831, ACM, December, 2017.

A. Kinz, W. Schröder, T. Passath, P. Praher, B. Freudenthaler. Optimierung des anlagenspezifischen Instandhaltungsstrategiemix am Beispiel eines komplexen Fertigungssystems - Smart Maintenance in der mechanischen Fertigung. In H. Biedermann (editor), Erfolg durch Lean Smart Maintenance - Bausteine und Wege des Wandels, pages 185-216, TÜV Media, October, 2017.

F. Kossak, C. Illibauer, V. Geist, C. Natschläger, T. Ziebermayr, B. Fredenthaler, T. Kopetzky, K. Schewe. Hagenberg Business Process Modelling Method. Springer, May, 2016.

A. Kinz, H. Biedermann, P. Traxler, B. Freudenthaler, J. Isopp, W. Schröder, A. Schlegl. Smart Maintenance - Ressourcenintelligente antizipative Instandhaltung durch Condition Monitoring, Datenanalyse und Störungsprognostik. volume 49, pages 20-24, January, 2016.

F. Kossak, C. Illibauer, V. Geist, J. Kubovy, C. Natschläger, T. Ziebermayr, T. Kopetzky, B. Freudenthaler, K. Schewe. A rigorous semantics for BPMN 2.0 process diagrams. Springer, January, 2015.

R. Stumptner, B. Freudenthaler. Adaptive flood forecasting for small catchment areas. In A. Quesada-Arencibia et al. (editors), EUROCAST 2015 Computer Aided Systems Theory Extended Abstracts, pages 63-64, February, 2015.

B. Freudenthaler, R. Stumptner. Adaptive flood forecasting for small catchment areas. In R. Moreno-Diaz, F. Pichler, A. Quesada-Arencibia (editors), Computer Aided Systems Theory - EUROCAST 2015 Revised Selected Papers, Lecture Notes in Computer Science, volume 9520, pages 211-218, DOI 10.1007/978-3-319-27340-2_27, Springer, December, 2015.

R. Stumptner, B. Freudenthaler. Combining relational and NoSQL database sstems for processing sensor data in disaster management. In A. Quesada-Arencibia et al. (editors), EUROCAST 2015 Computer Aided Systems Theory Extended Abstracts, pages 207-208, February, 2015.

R. Stumptner, C. Lettner, B. Freudenthaler. Combining relational and NoSQL database systems for processing sensor data in disaster management. In R. Moreno-Diaz, F. Pichler, A. Quesada-Arencibia (editors), Computer Aided Systems Theory - EUROCAST 2015 Revised Selected Papers, Lecture Notes in Computer Science, volume 9520, pages 663-670, DOI 10.1007/978-3-319-27340-2_82, Springer, December, 2015.

J. Martinez-Gil, G. Chasparis, A. Bögl, C. Illibauer, B. Freudenthaler, T. Natschläger. Framework for fast prototyping of energy-saving controllers. Proceedings of the 26th International Workshops on Database and Expert Systems Applications, pages 68-72, September, 2015.

K. Schewe, V. Geist, C. Illibauer, F. Kossak, C. Natschläger, T. Kopetzky, J. Kubovy, B. Freudenthaler, T. Ziebermayr. Horizontal business process model integration. In A. Hameurlain, J. Küng, R. Wagner, H. Decker, L. Lhotska (editors), Transactions in Large-Scale Data and Knowledge-Centered Systems XVIII, Lecture Notes in Computer Science, volume 8980, pages 30-52, DOI 10.1007/978-3-662-46485-4_2, Springer, February, 2015.

R. Stumptner, C. Lettner, B. Freudenthaler, J. Pichler, W. Kirchmayr, E. Traxler. Maintaining and analyzing production process definitions using a tree-based similarity measure. In E. Hüllermeier, M. Minor (editors), Case-Based Reasoning Research and Development - Proc. ICCBR 2015, Lecture Notes in Artificial Intelligence, volume 9343, pages 366-380, DOI 10.1007/978-3-319-24586-7_25, Springer, September, 2015.

B. Freudenthaler, C. Lettner, R. Stumptner. On comparing jCOLIBRI and myCBR in the frame of a support system for cash machines. In P. Perner (editor), Case-Based Reasoning - New Developments - Workshop Proc. CBR-MD 2015, pages 17-30, ibai-publishing, July, 2015.

J. Martínez Gil, G. Chasparis, B. Freudenthaler, T. Natschläger. Realistic user behavior modeling for energy saving in residential buildings. In F. Morvan, R. Wagner, A. Tjoa (editors), Proceedings of the 25th International Workshop on Database and Expert Systems Applications - DEXA 2014, pages 121-125, CPS, September, 2014.

J. Martínez-Gil, B. Freudenthaler, T. Natschläger. Modeling user behavior through electricity consumption patterns. In F. Morvan, A. M. Toja, R. R. Wagner (editors), 24th International Workshop on Database and Expert Systems Applications, pages 204-213, CPS, August, 2013.

H. Kosorus, T. Natschläger, B. Freudenthaler, J. Küng. On the relevance of graphical causa models for failure detection for industrial machinery. In A. Quesada-Arencibia et al. (editors), EUROCAST 2013 Computer Aided Systems Theory Extended Abstracts, pages 85-86, IUCTC Universidad Las Palmas, February, 2013.

A. Kosorus, M. Zhariy, T. Natschläger, B. Freudenthaler, J. Küng. On the relevance of graphical causal models for failure detection for industrial machinery. In R. Moreno-Díaz, F. Pichler, A. Quesada-Arencibia (editors), Computer Aided Systems Theory - EUROCAST 2013, Revised Selected Papers, Part I, Lecture Notes in Computer Science, volume 8111, pages 174-181, Springer, December, 2013.

R. Stumptner, B. Freudenthaler, M. Krenn. BIAccelerator - A template-based approach for rapid ETL development. In L. Chen, A. Felfernig, J. Liu, Z. Ras (editors), Foundations of Intelligent Systems - Proc. ISMIS 2012, Lecture Notes in Computer Science, volume 7661, pages 435-444, Springer, December, 2012.

K. Matouše, P. Kremen, J. Küng, R. Stumptner, S. Anderlik, B. Freudenthaler. On transforming a knowledge base from topic maps to OWL. In R. Moreno-Diaz, F. Pichler, A. Quesada (editors), Computer Aided Systems Theory - Proc. EUROCAST 2011, Part I, Lecture Notes in Computer Science, volume 6927, pages 208-215, Springer, February, 2012.

C. Natschläger, V. Geist, F. Kossak, B. Freudenthaler. Optional activities in process flows. In S. Rinderle-Ma, M. Weske (editors), Proceedings of EMISA 2012 Der Mensch im Zentrum der Modellierung, volume P-206, pages 67-80, Gesellschaft für Informatik e.V., September, 2012.

T. Ziebermayr, B. Freudenthaler. A proposal for anarchy in SOA governance: Make services, not rules. In F. Morvan, A. M. Tjoa, R. R. Wagner (editors), Proceedings of the 22 International Workshop on Database and Expert Systems Applications, pages 56-59, IEEE, August/September, 2011.

B. Freudenthaler. CBRSHM - A case-based decision support system for semi-automated assessment of structures in terms of structural health monitoring. In A. Ram, N. Wiratung (editors), Proceedings of the 19th International Conference on Case Based Reasoning (ICCBR 2011), Lecture Notes in Artificial Intelligence, volume 6880, pages 437-451, Springer, September, 2011.

E. Sonnleitner, H. Kosorus, R. Stumptner, J. Küng, S. Anderlik, B. Freudenthaler, H. Allmer. Integration of data mining operations for structural health monitoring. Proceedings of the 8th International Workshop on Structural Health Monitoring - IWSHM 2011, DEStech Publications, September, 2011.

S. Anderlik, R. Stumptner, B. Freudenthaler, M. Fritz. A proposal on ontology-based integration of heterogeneous decision support systems for structural health monitoring. In G. Kotsis, D. Taniar, E. Pardede, I. Saleh, I. Khalil (editors), Proceedings of the The 12th International Conference on Information Integration and Web-based Applications & Services (iiWAS2010), pages 166-173, ACM, November, 2010.

C. Lettner, C. Hawel, B. Freudenthaler, E. Draxler. Conceptual models for metadata integration and architecture evolution. Proceedings of the 2nd International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2010), pages on CD, SciTePress, October, 2010.

T. Natschläger, T. Steinmaurer, B. Freudenthaler, B. Moser, W. Traunmüller, R. Spolwind, M. Wallnöfer. Energieeffizienz durch Prozess- und Datenanalyse in verteilten mechatronischen Systemen. Tagungsband Industrielles Symposium Mechatronik Automatisierung (ISM 2010), pages on CD, Mechatronik-Cluster, November, 2010.

Dr. Bernhard Freudenthaler is executive head of the “Data Analysis Systems” group at the Software Competence Center Hagenberg. He studied business informatics at the Johannes Kepler University Linz (JKU) with focus on information engineering and management, business engineering and management, application oriented knowledge processing and economics. Afterwards, he wrote his doctoral thesis about case-based decision support for structural health monitoring and worked as research assistant at the institute for application oriented knowledge processing (FAW) at JKU.

His main research interests are case-based reasoning, decision support systems, situation awareness and assessment as well as predictive maintenance and he published more than 30 scientific publications. Besides research he is an experienced project manager and coordinator of various national as well as international research projects, e.g. he was member of the financial coordination team of the FP7 project IRIS at JKU (budget ca. 13 million €), coordinator of the EraSME project INDYCO (budget ca. 1.5 million €) or project leader of the fundamental research project VMI (budget ca. 3 million €).

Besides that he organizes the scientific workshop ISSASiM (International Workshop on Information Systems for Situation Awareness and Situation Management) at the DEXA conference since 2011 and is program committee member of several conferences and journals (DEXA, International Journal On Advances in Intelligent Systems, ICCGI, ISSASiM, IATEM).