Teaching

Summer 2024

• Elementary Data Mining
  (lecture, in English, Paris Lodron University Salzburg, Austria)
• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Evolutionary Algorithms and Swarm-based Optimization Methods
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Big Data Analytics
  (exercise lesson, in German, Paris Lodron University Salzburg, Austria)

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Winter 2023/2024

• Advanced Data Mining 1
  (lecture, in English, Paris Lodron University Salzburg, Austria)
• Advanced Data Mining 2
  (lecture, in English, Paris Lodron University Salzburg, Austria)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Deep Learning: Advanced Topics
  (seminar, in English, Paris Lodron University Salzburg, Austria)
• Advanced Data Challenge
  (seminar/directed studies, in German, Paris Lodron University Salzburg, Austria)

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Summer 2023

• Elementary Data Mining
  (lecture, in English, Paris Lodron University Salzburg, Austria)
• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Big Data Analytics
  (exercise lesson, in German, Paris Lodron University Salzburg, Austria)

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Winter 2022/2023

• Advanced Data Mining 1
  (lecture, in English, Paris Lodron University Salzburg, Austria)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Deep Learning: Advanced Topics
  (seminar, in English, Paris Lodron University Salzburg, Austria)

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Summer 2022

• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Evolutionary Algorithms and Swarm-based Optimization Methods
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Big Data Analytics
  (exercise lesson, in German, Paris Lodron University Salzburg, Austria)

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Winter 2021/2022

• Data Mining / Intelligent Data Analysis
  (lecture, in German, Paris Lodron University Salzburg, Austria)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Deep Learning: Advanced Topics
  (seminar, in English, Paris Lodron University Salzburg, Austria)

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Summer 2021

• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Evolutionary Algorithms and Swarm-based Optimization Methods
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Big Data Analytics
  (exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Advanced Data Challenge
  (seminar/directed studies, in German, Paris Lodron University Salzburg, Austria)

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Winter 2020/2021

• Data Mining
  (lecture, in German, Paris Lodron University Salzburg, Austria)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Deep Learning: Advanced Topics
  (seminar, in English, Paris Lodron University Salzburg, Austria)

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Summer 2020

• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Evolutionary Algorithms and Swarm-based Optimization Methods
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Advanced Data Challenge
  (seminar/directed studies, in German, Paris Lodron University Salzburg, Austria)

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Winter 2019/2020

• Data Mining
  (lecture, in German, Paris Lodron University Salzburg, Austria)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Regression Methods and Computational Statistics
  (lecture, in German, Paris Lodron University Salzburg, Austria)
• Deep Learning: Advanced Topics
  (seminar, in English, Paris Lodron University Salzburg, Austria)

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Summer 2019

• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Evolutionary Algorithms and Swarm-based Optimization Methods
  (lecture and exercise lesson, in German, Paris Lodron University Salzburg, Austria)
• Advanced Data Challenge
  (seminar/directed studies, in German, Paris Lodron University Salzburg, Austria)

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Winter 2018/2019

• Data Mining / Intelligent Data Analysis
  (lecture, in German, Paris Lodron University Salzburg, Austria)
• Rechnersysteme und -netze (Computer Systems and Networks)
  (lecture, in German, University of Konstanz, Germany)

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Summer 2018

• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, University of Konstanz, Germany)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, University of Konstanz, Germany)
• Advanced Data Challenge
  (seminar/directed studies, in German, University of Konstanz, Germany)

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Winter 2017/2018

• Rechnersysteme und -netze (Computer Systems and Networks)
  (lecture, in German, University of Konstanz, Germany)
• Evolutionary Algorithms and Swarm-based Optimization Methods
  (lecture and exercise lesson, in German, University of Konstanz, Germany)
• Data Mining / Intelligent Data Analysis
  (lecture, in German, Paris Lodron University Salzburg, Austria)
• Deep Learning: Advanced Topics
  (seminar, in German, University of Konstanz, Germany)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, Otto-von-Guericke University, Magdeburg, Germany)

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Summer 2017

• Artificial Neural Networks and Deep Learning
  (lecture and exercise lesson, in German, University of Konstanz, Germany)
• Frequent Pattern Mining
  (lecture and exercise lesson, in German, University of Konstanz, Germany)
• Advanced Data Challenge
  (seminar/directed studies, in German, University of Konstanz, Germany)

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Winter 2016/2017

• Frequent Pattern Mining
  (lecture and exercise lesson, in English, Otto-von-Guericke University, Magdeburg, Germany)

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Winter 2015/2016

• Frequent Pattern Mining
  (lecture and exercise lesson, in English, Otto-von-Guericke University, Magdeburg, Germany)

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Winter 2014/2015

• Frequent Pattern Mining
  (lecture and exercise lesson, in English, Otto-von-Guericke University, Magdeburg, Germany)

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Winter 2013/2014

• Frequent Pattern Mining
  (lecture and exercise lesson, in English, Otto-von-Guericke University, Magdeburg, Germany)

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Winter 2012/2013

• Frequent Pattern Mining
  (lecture and exercise lesson, in English, Otto-von-Guericke University, Magdeburg, Germany)

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Winter 2011/2012

• Frequent Pattern Mining
  (lecture and exercise lesson, in English, Otto-von-Guericke University, Magdeburg, Germany)

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Winter 2010/2011

• Frequent Pattern Mining
  (lecture and exercise lesson, in English, Otto-von-Guericke University, Magdeburg, Germany)
• Probabilistic Reasoning (lecture, in English)
  Master Course Soft Computing and Intelligent Data Analysis, European Centre for Soft Computing, Mieres, Spain
• Frequent Pattern Mining (lecture, in English)
  Master Course Soft Computing and Intelligent Data Analysis, European Centre for Soft Computing, Mieres, Spain
• Fuzzy and Probabilistic Clustering (lecture, in English)
  Master Course Soft Computing and Intelligent Data Analysis, European Centre for Soft Computing, Mieres, Spain

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Winter 2009/2010

• Frequent Pattern Mining (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Probabilistic Reasoning (lecture, in English)
  Master Course Soft Computing and Intelligent Data Analysis, European Centre for Soft Computing, Mieres, Spain
• Frequent Pattern Mining (lecture, in English)
  Master Course Soft Computing and Intelligent Data Analysis, European Centre for Soft Computing, Mieres, Spain
• Fuzzy and Probabilistic Clustering (lecture, in English)
  Master Course Soft Computing and Intelligent Data Analysis, European Centre for Soft Computing, Mieres, Spain

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Summer 2009

• Fuzzy and Probabilistic Clustering (lecture, in English)
  COST Action IC0702 Summer Course 2009: Soft Computing and Statistics, Lisbon, Portugal
• Artificial Neural Networks (lecture, in English)
  COST Action IC0702 Summer Course 2009: Soft Computing and Statistics, Lisbon, Portugal

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Winter 2008/2009

• Frequent Pattern Mining
  (lecture and exercise lesson, in English)
  Otto-von-Guericke University, Magdeburg, Germany
• Graph Mining (lecture, in English)
  University of Helsinki, Finland
• Graphical Models and How to Learn Them from Data (lecture, in English)
  COST Action IC0702 Spring School 2009: Reasoning and Decision Making under Uncertainty and Imprecision, Mieres (Asturias), Spain

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Winter 2007/2008

• Frequent Pattern Mining (lecture and exercise lesson, in English)
  Otto-von-Guericke University, Magdeburg, Germany

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Winter 2005/2006

• Intelligente Datenanalyse (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Intelligente Systeme: Einführung (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Summer 2005

• Genetische Algorithmen (lecture, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Unsicherheit und Vagheit in wissensbasierten Systemen (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Algorithmen auf Graphen (seminar, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Winter 2004/2005

• Intelligente Datenanalyse (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Fuzzy-Systeme (lecture, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Summer 2004

• Genetische Algorithmen (lecture, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Unsicherheit und Vagheit in wissensbasierten Systemen (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Algorithmen auf Graphen (seminar, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• A Brief Introduction to Graphical Models and How to Learn Them from Data (lecture, in English)
  Advanced Course on Knowledge Discovery (ACAI 2005), Ljubljana, Slovenia

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Winter 2003/2004

• Intelligente Datenanalyse (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Intelligente Systeme: Einführung (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Methoden des wissenschaftlichen Rechnens (seminar, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Neuro-Fuzzy Systems (lecture, in English, together with Rudolf Kruse)
  University of Santa Clara, Santa Clara, Cuba
• Intelligent Data Analysis (lecture, in English, together with Rudolf Kruse)
  Interdisciplinary College IK 2004, Günne, Germany.

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Summer 2003

• Genetische Algorithmen (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Unsicherheit und Vagheit in wissensbasierten Systemen (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Algorithmen auf Graphen (seminar, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Data Mining (lecture, in English, together with Rudolf Kruse)
  Reasonpark Summer School 2003, Foligno (Perugia), Italy

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Winter 2002/2003

• Intelligente Datenanalyse (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Intelligente Systeme: Einführung (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Neural Networks (lecture, in English, together with Rudolf Kruse)
  Interdisciplinary College IK 2003, Günne, Germany

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Summer 2002

• Intelligente Systeme: Einführung (lecture, in German, Fernstudium)
  Otto-von-Guericke University, Magdeburg, Germany
• Unsicherheit und Vagheit in wissensbasierten Systemen (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Algorithmen auf Graphen (seminar, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Winter 2001/2002

• Genetische Algorithmen (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Intelligente Systeme: Einführung (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Probabilistic Graphical Models (lecture, in English)
  Intelligent Data Analysis (IDA) Spring School, Palermo, Italy

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Summer 2001

• Unsicherheit und Vagheit in wissensbasierten Systemen (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Neuronale Netze (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Winter 2000/2001

• Data-Mining-Methoden (lecture and exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Programmierkonzepte und Modellierung (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Summer 2000

• Neuronale Netze (lecture, in German)
  Otto-von-Guericke University, Magdeburg, Germany
• Neural Networks (lecture, in English)
  Otto-von-Guericke University, Magdeburg, Germany

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Winter 1999/2000

• Grundlagen der Wissensverarbeitung (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Summer 1999

• Grundlagen der Wissensverarbeitung II (exercise lesson, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Winter 1998/1999

• Grundlagen der Wissensverarbeitung I (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Summer 1998

• Algorithmen und Datenstrukturen II (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany

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Winter 1997/1998

• Algorithmen und Datenstrukturen I (exercise lessons, in German)
  Otto-von-Guericke University, Magdeburg, Germany