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Knowledge Discovery and Synthesis

The "Knowledge Discovery and Synthesis" group is investigating methods for identifying potentially complex patterns in data, and methods for synthesizing information from several sources. The spectrum of our work ranges from meta-analysis techniques for clinical trials to machine learning techniques, in particular artificial intelligence/deep learning, for integrating molecular and clinical data.

Head

Prof. Dr. Harald Binder

  • Machine Learning (esp. Deep Learning)
  • Integration of Molecular and Clinical Data
AG Machine Learning

Sara Al-Rawi

  • Deep Generative Models
  • Analysis for Cellular and Molecular Data

Niklas Brunn

  • Machine Learning (esp. Deep Learning)

Kiana Farhadyar

  • Machine Learning (esp. Deep Learning)
  • Distributed Data
  • Deep Generative Models

Maren Hackenberg

  • Machine Learning (esp. Deep Learning)
  • Neural Differential Equations
  • Generative Models

Dr. Moritz Hess

  • Machine Learning (esp. Deep Learning)
  • Feature Learning in High-Dimensional Molecular-Diagnostic Data

Clemens Schächter

  • Machine Learning (insb. Deep Leraning)
  • Deep Generative Models

Dr. Martin Treppner

  • Deep Generative Models
  • Design of Single Cell RNA-Seq Experiments
AG Meta-Analysis

Adriani Nikolakopoulou

  • Meta-analysis
  • Network Meta-analysis

Theodorus Papakonstantinou

  • Meta-analysis
  • Network Meta-analysis

Dr. Maria Petropoulou

  • Meta-analysis
  • Network Meta-analysis
  • Software Development

Noosheen Rajabzadehtahmasebi

  • Meta-analysis Methods

Dr. Gerta Rücker

  • Meta-Analysis
  • Network Meta-Analysis
  • Meta-Analysis of Diagnostic Accuracy Studies

Dr. Guido Schwarzer

  • Meta-Analysis
  • Software Development
AG STRATOS

Edwin Kipruto

  • Multivariable Model-Building in Regression Models

  • Model Stability and Shrinkage

  • Simulation Studies

Alumni

Dr. Sara Balduzzi

  • Meta-Analysis
  • Meta-Analysis of Diagnostic Accuracy Studies

Federico Bonofiglio

Caroline Broichhagen

Stefan Lenz

  • Algorithms, (esp. in the Field of Deep Learning)
  • Software Development and API Design

Dr. Göran Köber

  • Machine Learning (esp. Deep Learning)
  • Resilience and Vulnerabilty
  • Age-Period-Cohort Analysis