Andreas Holzinger
Univ.Prof. Ing. Mag. Mag. Dr. Andreas Holzinger
Institute of Forest Engineering
Location Konrad-Lorenz-Straße 20, 3430 Tulln an der Donau
Email andreas.holzinger@boku.ac.at
ORCID: 0000-0002-6786-5194
23396282000: AuthorId
E-9530-2010: ResearcherId
https://www.aholzinger.at/: persönliche Webseite
https://scholar.google.com/citations?hl=en&user=BTBd5V4AAAAJ&view_op=list_works&sortby=pubdate: GoogleScholar
Research Focus
The use of AI in domains that impact human life has led to increased demand for trustful and controllable AI. Andreas Holzinger pioneered in interactive machine learning with the human-in-the-loop promoting robustness and explainability to foster trustworthy AI. He advocates a synergistic approach of Human-Centered AI (HCAI) to put the human in-control of AI, aligning artificial intelligence with human intelligence, social values, ethical principles, and legal requirements to ensure secure, safe and conrollable AI.
Career
- 2022 Full Professor for digital transformation in smart farm and forest operations
- 2021 Fellow of the International Federation for Information Processing (ifip) for his pioneer work in interactive machine learning with the human-in-the-loop and multimodal causability
- 2020 Member of the European Laboratory for Learning and Intelligent Systems (ELLIS)
- 2019 - 2022 Visiting Professor for explainable Artificial Intelligence at the XAI Lab, Alberta Machine Intelligence Institute (amii), University of Alberta, Edmonton (Canada)
- 2019 Ordinary Member of the Academia Europaea, the European Academy of Science, in the section Informatics
Projects
0 Projects found.
Publications
Knowledge Transfer to Society
Media
Lectures
Year: 2024 - Human-Centered AI in Forest and Soil Sciences: Challenges and Opportunities
Autoren: Holzinger, A; Stampfer K
Event: AI Workshop OEBB Infra
Year: 2024 - On Trust in AI
Autoren: Holzinger, A
Event: Ulster University AI Seminar Series
Year: 2024 - Digitalisierung in der Forstwirtschaft - LaDiWaldi
Autoren: Gollob, C; Tockner, A; Ritter, T; Kraßnitzer, R; Witzmann, S; Sarkleti, V; Ofner-Graff, T; Holzinger, A; Stampfer, K; Nothdurft, A
Event: KAGIS-Fachtag 2024
Year: 2023 - From Point Cloud Data to Geometric Deep Learning
Autoren: Holzinger, A; Saranti A; Jalali A; Angerschmid, A; Gollob C; Nothdurft A; Stampfer K
Event: Schlumberger Lecture 2023 - Digitalisierung – (K)intelligente Systeme für den Weinbau
Year: 2023 - Automatisierung der Abgrenzung von Arbeitszyklen anhand von Maschinensensordaten bei Mastseilgeräten: Entwicklung eines Prototyps.
Autoren: Stampfer, K; Varch, T; Malle, D; Erber, G; Gollob, Ch; Spinelli, R; Holzinger, A;
Event: FHP Arbeitsgruppe Holzernte und Holzanlieferung 2023
Year: 2023 - Human-Centered AI to foster Trustworthy AI
Autoren: Holzinger, A
Event: Institute for Pure and Applied Mathematics
Year: 2023 - How Actionable Explainable AI (AxAI) can contribute to a better understanding of forest accidents
Autoren: Saranti A; Gevaert A; Hönigsberger, F; Angerschmid A; Jalali A; Gollob C; Retzlaff C; Sommer F; Stampfer, K; Holzinger A
Event: FORMEC 2023
Year: 2023 - Human-Centered AI to foster trustworthy Artificial Intelligence in Forestry
Autoren: Holzinger, A; Saranti, A; Nothdurft, A; Gollob, C; Hönigsberger F; Retzlaff C; Stampfer, K.
Event: Data Science for Sustainable Forestry Conference
Year: 2023 - Digitale Transformation in der Forsttechnik – ein Überblick über Herausforderungen Künstlicher Intelligenz in der Waldwirtschaft
Autoren: Holzinger, A; Saranti, A; Angerschmid, A; Retzlaff C; Sommer, F; Jalali, A; Nothdurft, A; Gollob, C; Hönigsberger, F; Stampfer, K.
Event: 70. Wintertagung Waldwirtschaft 2023
Year: 2023 - Seilgerätesimulator - Virtual Reality für Trainingszwecke
Autoren: Angerschmid, A; Hönigsberger, F; Gollob, C; Holzinger, A; Stampfer, K
Event: Tagung der Forstlichen Arbeitslehrenden Österreichs
Year: 2023 - Understanding Fuel Efficiency in Cable Yarding Operations - Automated Machine Sensor Based Data Analysis
Autoren: Varch, T; Erber, G; Spinelli, R; Magagnotti, N; Visser, R; Harril, H; Gollob, C; Malle, D; Holzinger, A; Stampfer, K
Event: 8. WABO Student Conference 2023: Shaping the Future of Forest and Soil Science
Year: 2023 - Bewirtschaftungsmaßnahmen, Kalamitätsmanagement und Forsttechnik im Schutzwald
Autoren: Stampfer, K; Gollob, Ch; Ritter, T; Nothdurft, A; Kanzian, Ch; Hönigsberger, F; Holzleitner, F; Kühmaier, M; Retzlaff, C; Kirisits, T; Holzinger, A;
Event: Jahreshauptversammlung 2023, Kärntner Forstverein
Year: 2023 - Leveraging Immersive Technology for Enhanced Learning in the Forestry Sector: A Study on Virtual and and Augmented Reality Applications
Autoren: Angerschmid, A; Hönigsberger, F; Gollob, C; Holzinger, A; Stampfer, K
Event: 55th International Symposium on Forestry Mechanization 2023
Year: 2023 - Moderne Waldinventur mittels Laserscanner Technologien (ALS, TLS, PLS)
Autoren: Gollob, C; Tockner, A; Ritter, T; Kraßnitzer, R; Witzmann, S; Sarkleti, V; Ofner-Graff, T; Holzinger, A; Stampfer, K; Nothdurft, A
Event: Forstökonomische Tagung 2023
Year: 2023 - Human-Centered AI to foster Explainability and Robustness for Trustworthy AI - how can AI help to make forestry safer ?
Autoren: Holzinger, A; Saranti, A; Retzlaff C; Nothdurft, A; Gollob, C; Hönigsberger F; Stampfer K
Event: Data Driven Research Smeinar Series Eastern Finland
Year: 2023 - Digitale Transformation in der Forsttechnik
Autoren: Holzinger, A; Sommer, F; Saranti, A; Retzlaff, CR; Nothdurft, A; Gollob, C; Hönigsberger, F.; Stampfer, K
Event: Land & Forstbetriebe Österreich, Next Generation Tagung
Year: 2023 - Opportunities for technology to modernize forest operations
Autoren: Stampfer, K; Gollob, Ch; Nothdurft, A; Kanzian, Ch; Hönigsberger, F; Holzleitner, F; Kühmaier, M; Holzinger, A;
Event: KOMATSU Forest Dealer Day
Year: 2023 - Managing Environmental Performance in Austrian Forestry
Autoren: Stampfer, K; Gollob, Ch; Nothdurft, A; Kanzian, Ch; Hönigsberger, F; Huber, Ch; Kühmaier, M; Visser, R; Holzinger, A;
Event: School of Forestry, University of Canterbury
Year: 2023 - Human-Centered AI for smart forest operations
Autoren: Holzinger, A; Saranti, A; Jalai, A; Retzlaff, C
Event: BOKU Data Science Day: Explainable Machine Learning
Year: 2023 - Digitalisierung des Forststraßennetzes im Lehrforst Rosalia
Autoren: Stulik, S; Gollob, C; Angerschmid, A; Holzinger, A; Nothdurft, A, Stampfer, K
Event: 8. WABO Student Conference 2023: Shaping the Future of Forest and Soil Science
Year: 2023 - Automatic recognition of marked trees in point-clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS)
Autoren: Wagner, S; Gollob, C; Ritter, T; Kraßnitzer, R; Saranti, A; Tockner, A; Witzmann, S; Holzinger, A; Nothdurft, A
Event: Silvilaser
Year: 2023 - Using UWB sensors to monitor the danger zone of timber harvesting operations
Autoren: Hönigsberger, F; Gollob, C; Stampfer, E; Holzinger, A; Stampfer, K
Event: 55th International Symposium on Forestry Mechanization 2023
Year: 2023 - Digital Transformation in Smart Forest Operations
Autoren: Holzinger, A; Saranti, A; Angerschmid, A; Retzlaff, C; Sommer, F; Jalali, A.; Nothdurft, A; Gollob, C; Hönigsberger, F; Stampfer, K;
Event: 38th Scientific Seminar Digital Tools for research at Wood K plus 2023
Year: 2023 - Digitalisierung Walderschließung – Forststraßenmonitoring mit Laserscanning
Autoren: Gollob, C; Kraßnitzer, R; Ritter, T; Tockner, A; Witzmann, S; Kühmaier, M; Kanzian, C; Hönigsberger, F; Angerschmid, A; Saranti, A; Holzinger, A; Stampfer, K; Nothdurft, A
Event: Tagung der Forstlichen Arbeitslehrenden Österreichs
Year: 2023 - Research Projects in Forest Engineering
Autoren: Stampfer, K; Gollob, Ch; Nothdurft, A; Kanzian, Ch; Hönigsberger, F; Varch, T; Malle, D; Erber, G; Holzleitner, F; Holzfeind, T; Kühmaier, M; Holzinger, A; Spinelli, R; Visser, R;
Event: School of Forestry, University of Canterbury
Year: 2023 - Digitale Transformation in der Forsttechnik - Überblick
Autoren: Holzinger, A; Retzlaff C; Nothdurft, A; Gollob C; Hönigsberger, F.; Stampfer, K
Event: Walddialog der Landwirtschaftskammer NÖ
Year: 2022 - Machine learning and knowledge extraction to support work safety for smart forest operations
Autoren: Hönigsberger, F; Saranti, A; Angerschmid, A; Retzlaff, C; Gollob, C; Witzmann, S; Nothdurft, A; Kieseberg, P; Holzinger, A; Stampfer, K;
Event: International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) CD-MAKE 2022
Year: 2022 - Effects of Fairness and Explanation on Trust in Ethical AI
Autoren: Angerschmid, A; Theuermann, K; Holzinger, A; Chen, F; Zhou, J
Event: International IFIP Cross Domain (CD) Conference for Machine Learning & Knowledge Extraction (MAKE) CD-MAKE 2022
Year: 2022 - Smart Sensors to Detect People in Danger Zones of Forest Operations
Autoren: Hönigsberger, F; Gollob, C; Holzinger, A; Visser, R; Varch, T; Stefka, G; Schreiner, C; Stampfer, K
Event: 54th International Symposium on Forest Mechanization COFE-FORMEC-IUFRO 2022
Year: 2022 - Smart Forest Operations - Concept for Future Forestry or Buzzword?
Autoren: Stampfer, K; Gollob, C; Nothdurft, A; Kanzian, C; Hönigsberger, F; Kühmaier, M; Holzinger, A
Event: 54th International Symposium on Forest Mechanization COFE-FORMEC-IUFRO 2022
Year: 2022 - Forschungsaktivitäten im Bereich Forsttechnik und Digitalisierung
Autoren: Stampfer, K; Holzinger, A; Nothdurft, A; Kühmaier, M; Gollob, C
Event: Vernetzung von Forschung und Praxis
Year: 2022 - Digitalisierung und Robotik in der Forstwirtschaft – Stand und Perspektiven
Autoren: Holzinger, A; Saranti, A; Angerschmid, A; Retzlaff, CO; Matiz, L; Witzmann, S; Gollob, C; Nothdurft, A; Hönigsberger, F; Stampfer, K
Event: Abschlussveranstaltung DiLaAg – Digitalisierungs- und Innovationslabor in den Agrarwissenschaften
Year: 2022 - Multi-Objective Optimization of Cable Roads
Autoren: Carl Retzlaff, Christoph Gollob, Arne Nothdurft, Anna Saranti Alessa Angerschmid, Karl Stampfer, Andreas Holzinger
Event: 54th International Symposium on Forest Mechanization COFE-FORMEC-IUFRO 2022
Year: 2022 - Measurement of Individual Tree Parameters with Carriage-based Laserscanning in Cable Yarding Operations
Autoren: Gollob, C; Krassnitzer, R; Ritter, T; Tockner, A; Erber, G; Kühmaier, M; Hönigsberger, F; Holzinger, A; Stampfer, K; Nothdurft, A
Event: COFE-FORMEC-IUFRO 2022
Year: 2022 - Causability; Measuring the Quality of Explanations
Autoren: Holzinger, A
Event: MIE explainable AI Panel
Year: 2022 - Human‐Centered AI to foster Trustworthy AI
Autoren: Holzinger, A.
Event: 21st IEEE International Conference on Machine Learning and Applications 2022
Year: 2022 - Explainability & Causability for trustworthy AI
Autoren: Holzinger, A
Event: ENARIS 2022