Research

Applied Artificial Intelligence

I am interested in applying AI techniques to real-world business problems

Selected research projects

  1. Kompetenzzentrum für Arbeit und KI (Competence Center for Labour and AI): Applying AI for the manufacturing industry. Partners: Technische Universität Darmstadt, Hochschule Darmstadt, 9 companies, 2 trade unions, 2 industry organizations, 2 state ministries; federally funded (BMBF)
  2. DBT Benchmarking: Using machine learning in psychotherapy treatment in cooperation with Zentralinstitut für Seelische Gesundheit (ZI), DBT-Dachverband e.V., Deuschel & Schüller GbR; state funded.
  3. ProDok 4.0: Semantic project documentation for manufacturing processes in cooperation with KUKA Robotics, ISRA Vision, DictaJet; federally funded (BMBF)
  4. SemAntically integrating Genomics with Electronic health records for Cancer CARE  (SAGE-CARE) in cooperation with NSilico Lifescience Ltd (Ireland), University of Edinburgh, Parallel Computing Centre (United Kingdom), UBITECH Ltd (Greece). EU-funded (Horizon 2020)
  5. Multimedia Library Platform / Multimedia Museum Platform in co-operation with Städel Museum, University & State Library, and others (state funded). Winner of the 2015 World Summit Award, Culture & Tourism; Winner of the 2014 State of Hesse Research Award (Universities of Applied Sciences)

I am also interested in the implications of AI on society. 

Selected publications

  1. Martin Bohus, Tilman Deuschel, Stephan Gimbel, Nora Görg, Bernhard G. Humm, Martin Schüller, Erdem Turan: Predicting Premature Termination of Treatment in Psychotherapy for Borderline Personality Disorder. In: Udo Bleimann, Bernhard Humm, Robert Loew, Stefanie Regier, Ingo Stengel, Paul Walsh (Eds): Proceedings of the Collaborative European Research Conference (CERC 2017), pp 168-177, Karlsruhe, Germany, 22-23 September 2017. ISSN: 2220-4164. Most innovative paper award, CERC 2017.
  2. Hermann Bense, Benjamin Gernhardt, Peter Haase, Thomas Hoppe, Matthias Hemmje, Bernhard Humm, Adrian Paschke, Ulrich Schade, Ralph Schäfermeier, Michael Schmidt, Melanie Siegel, Tobias Vogel, Rigo Wenning: Emerging Trends in Corporate Semantic Web - Selected Results of the 2016 Dagstuhl Workshop on Corporate Semantic Web. Informatik Spektrum 39/6 2016, pp 474-480. Springer Verlag, Heidelberg, Germany.
  3. Ulrich Beez, Lukas Kaupp, Tilman Deuschel, Bernhard G. Humm, Fabienne Schumann, Jürgen Bock, Jens Hülsmann: Context-Aware Documentation in the Smart Factory. In: Thomas Hoppe, Bernhard G. Humm, Anatol Reibold (Eds.): Semantic Applications - Methodology, Technology, Corporate Use. pp. 163-180. Springer Verlag, Berlin, 2018. ISBN 978-3-662-55432-6.
  4. Bernhard G. Humm and Hesam Ossanloo (2016). A Semantic Search Engine for Software Components. In: Pedro Isaías (Ed.): Proceedings of the International Conference WWW/Internet 2016, IADIS Press, pp 127-135, Mannheim, Germany, ISBN 978-989-8533-57-9.
  5. Johannes Idelhauser, Ulrich Beez, Bernhard G. Humm, Paul Walsh: A Clinical Decision Support System for Personalized Medicine. In: U. Bleimann, B. Humm, R. Loew, I. Stengel, P. Walsh (Eds): Proceedings of the 2016 European Collaborative Research Conference (CERC 2016), pp 132 - 145. Cork, Ireland, 2016. ISSN 2220 - 4164.
  6. Bernhard G Humm: Applied Artificial Intelligence - An Engineering Approach. Leanpub, Victoria, British Columbia, Canada, 2016. leanpub.com/AAI

 

Software Architecture

I am interested in software architecture from the small to the very large (Service-Oriented Architectures), based on my 11-year experience in the software industry. I also think that we can do much better in programming and I am interested in improving programming languages and development environments.

Selected publications

  1. T. Neef, S. Morana, B. G. Humm: A Criteria-Driven Method for Architecting Domain-Specific IE Applications. In P. Bours, B. Humm, R. Loew, I. Stengel, P. Walsh (Eds): Proceedings of the 3rd Collaborative European Research Conference (CERC 2012), pp. 21-28, Darmstadt, Germany, 2012.
  2. Gregor Engels, Andreas Hess, Bernhard Humm, Oliver Juwig, Marc Lohmann, Jan-Peter Richter, Markus Voß, Johannes Willkomm: A Method for Engineering a true Service-Oriented Architecture. In José Cordeiro, Joaquim Filipe (Eds.): Proceedings of the 10th International Conference on Enterprise Information Systems (ICEIS 2008), Volume 2 Information Systems Analysis and Specification, pp. 272 - 281. Barcelona, Spain, 2008.
  3. Gregor Engels, Andreas Hess, Bernhard Humm, Oliver Juwig, Marc Lohmann, Jan-Peter Richter, Markus Voß, Johannes Willkomm: Quasar Enterprise – Anwendungslandschaften serviceorientiert gestalten ("Quasar Enterprise - engineering application landscapes the service-oriented way" - in German). dpunkt-Verlag 2008.
  4. Andreas Gomolka, Bernhard Humm: Structure Editors: Old Hat or Future Vision?. In Communications in Computer and Information Science series, Volume 0275, pp 82 - 97, Springer Verlag, 2012
  5. Bernhard G. Humm, Ralf S. Engelschall: Pluggable Programming Language Features for Incremental Code Quality Enhancement. In L.A. Maciaszek and P. Loucopoulos (Eds.): Evaluation of Novel Approaches to Software Engineering (ENASE 2010), Communications in Computer and Information Science (CCIS) Vol. 230, pp. 1–15. Springer Verlag Berlin Heidelberg, 2011.

Weitere Informationen

Kontakt

Prof. Dr. Bernhard Humm

Kommunikation
Schöfferstraße 10
64295 Darmstadt
Büro: D19, 2.10

+49.6151.16-38494
Bernhard Humm

Sprechstunde
Nach Vereinbarung