I am interested in applying AI techniques to real-world business problems.
I am also interested in the implications of AI on society.
Lukas Kaupp, Kawa Nazemi, Bernhard G. Humm: "An Industry 4.0-Ready Visual Analytics Model for Context-Aware Diagnosis in Smart Manufacturing," 2020 24th International Conference Information Visualisation (IV), 2020, pp. 350-359, doi: 10.1109/IV51561.2020.00064, IEEE, https://ieeexplore.ieee.org/document/9373164.
Bernhard G Humm: Applied Artificial Intelligence - An Engineering Approach. Second Edition. Independently published, 2020. Print ISBN: 979-8635591154 .
Bernhard G. Humm, Marco Hutter: Learning Patterns for Complex Event Detection in Robot Sensor Data. In Bernabé Dorronsoro, Patricia Ruiz, Juan Carlos de la Torre, Daniel Urda, El-Ghazali Talbi (Eds.): Optimization and Learning - Proceedings of the Third International Conference on Optimization and Learning (OLA 2020), Cádiz, Spain, February 17–19, 2020. Springer Nature Switzerland AG. ISBN: 978-3-030-41913-4.
Bernhard G. Humm, Guglielmo van der Meer: Detecting Domain-Specific Events Based on Robot Sensor Data. In Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2019) - Volume 1, pages 398-405. Prague, Czech Republic, July 2019. ISBN: 978-989-758-380-3
Lukas Kaupp, Ulrich Beez, Jens Huelsmann, Bernhard G. Humm: Outlier Detection in Temporal Spatial Log Data using Autoencoder for Industry 4.0. Proceedings of the 20th International Conference on Engineering Applications of Neural Networks (EANN 2019), Crete, Greece 24-26 May 2019.
Martin Bohus, Stephan Gimbel, Nora Goerg, Bernhard G. Humm, Martin Schüller, Marc Steffens, Ruben Vonderlin: Improving Machine Learning Prediction Performance for Premature Termination of Psychotherapy. In: Agre G., van Genabith J., Declerck T. (eds) Artificial Intelligence: Methodology, Systems, and Applications. AIMSA 2018. Lecture Notes in Computer Science, vol 11089. Springer, Cham. DOI: doi.org/10.1007/978-3-319-99344-7_13, Print ISBN: 978-3-319-99343-0, Online ISBN: 978-3-319-99344-7.
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.
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.