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Institut für Machine Learning
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Assist.-Prof. Mag. Dr. Günter Klambauer

Forschungsthemen

  • Deep Learning
  • Self-normalizing neural networks
  • Convolutional neural networks
  • Recurrent neural networks and reinforcement learning
  • Machine learning methods for drug discovery
  • Life science data analysis and bioinformatics

Ausgewählte Publikationen

Wissenschaftliche Herausforderungen

Betreute Masterarbeiten

  • Backward dynamics of self-normalizing networks, Pieter-Jan Hoedt, PDF, öffnet eine externe URL in einem neuen Fenster
  • Generative RNN models for molecular strings with biological activity profiles, ongoing
  • Generative adversarial networks for molecular graphs, ongoing
  • Improving image-based compound activity prediction with convolutional neural networks, ongoing
  • Deep Learning for Drug Combination Synergy Prediction
  • The Maximum Common Subgraph Kernel For Predicting Kinase Inhibitors
  • Panelcn.MOPS reaches clinical standards as a copy number variation detection tool for targeted panel sequencing
  • Accurate detection of tumor copy number variations in high-throughput sequencing data
  • Detecting CNVs in the 1000 Genomes Project Data Using cn.MOPS and Relating the Results to Transcriptome Sequencing Data

Ausbildung und Persönliche Daten

  • Since 2014: Post-Doc Researcher at Johannes Kepler University Linz
  • 2014: Award of Excellence of the Austrian Ministry of Science
  • 04/2014: PhD in Bioinformatics (JKU Linz)
  • 2012: Austrian Life Science Award
  • 2009-2014: Researcher at Johannes Kepler University Linz
  • 2007-2009: Secondary School Teacher, BORG Linz and BORG Bad Leonfelden
  • 07/2007: MSc in Mathematics and Biology (University of Vienna)
  • 09/2006-02/2007: Studies Abroad, Universita degli Studi, Padova
  • 2001-2007: Mathematics and Biology Diploma-Studies, University of Vienna

Lehre

  • 2017: Special Topics on Bioinformatics: Population genetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2016: Special Topics on Bioinformatics: Population genetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2014: Special Topics on Bioinformatics: Population genetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2013: Special Topics on Bioinformatics: Population genetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2012/2013: Sequence Analysis and Phylogenetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2012: Special Topics on Bioinformatics: Population genetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2011/2012: Exercises in Bioinformatics I: Sequence Analysis and Phylogenetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2011: Special Topics on Bioinformatics: Population genetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2010/2011: Exercises in Bioinformatics I: Sequence Analysis and Phylogenetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2010: Special Topics on Bioinformatics: Population genetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2009/2010: Exercises in Bioinformatics I: Sequence Analysis and Phylogenetics, Lecturer, Johannes Kepler University, Linz, Austria.
  • 2008-2009: Mathematics and Biology, Secondary School Teacher, BORG Linz, Linz
  • 2007-2008: Mathematics and Biology, Secondary School Teacher, BORG Bad Leonfelden, Bad Leonfelden