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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

My Courses

classifications according to Statistics Austria Artificial intelligence

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.

free keywords Human-Centered Artificial Intelligence (HCAI) Explainable Artificial Intelligence (XAI) Interactive machine learning (iML - human-in-the-loop) Decision Support Trustworthy Artificial Intelligence (AI) Digital Transformation in smart farm and forest operations

 

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.

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    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: 2024 -  „Digitalisierung der Forstwirtschaft“ - Inventuraufnahme mit LIDAR-Systemen - Digitaler Zwilling von Wäldern

      Autoren: Gollob, C; Tockner, A; Ritter, T; Kraßnitzer, R; Witzmann, S; Sarkleti, V; Ofner-Graff, T; Holzinger, A; Stampfer, K; Nothdurft, A

      Event: Forstkurs japanische Forstexperten

    • 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 -  Monitoring of forest roads with ​mobile laser scanning: automatic​ identification and measurement of cross section

      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: 55th International Symposium on Forestry Mechanization 2023

    • 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 -  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 -  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

    Supervised Theses

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