Ribana Roscher — SPARQNOW

At-a-Glance

Professor of Machine Learning in Agriculture at the University of Bonn
Develops machine learning methods for analyzing remote sensing data, focusing on sophisticated feature learning and integrating scientific domain knowledge
Researches explainable and interpretable machine learning approaches to provide reliable and scientifically consistent results
Explores theory-guided/informed machine learning models that combine data science models with theory-based models
Research interests include ocean remote sensing, plant phenotyping, and deep representation/feature learning

Biography

Ribana Roscher serves as a Professor of Machine Learning in Agriculture at the University of Bonn. Her work centers on the development of machine learning methods tailored for the analysis of remote sensing data. This includes addressing challenges such as managing large datasets with limited class label information, defining and integrating scientific domain knowledge, and fusing multiple types of sensor data.