Leibrandt, Richard;Günnemann, Stephan
Making Kernel Density Estimation Robust towards Missing Values in Highly Incomplete Multivariate Data without Imputation
Proceedings of the 2018 SIAM International Conference on Data Mining
Society for Industrial and Applied Mathematics
2018

Shalaby, Marawan;Stutzki, Jan;Schubert, Matthias;Günnemann, Stephan
An LSTM Approach to Patent Classification based on Fixed Hierarchy Vectors
Proceedings of the 2018 SIAM International Conference on Data Mining
Society for Industrial and Applied Mathematics
2018

Eswaran, Dhivya;Günnemann, Stephan;Faloutsos, Christos
The Power of Certainty: A Dirichlet-Multinomial Model for Belief Propagation
Proceedings of the 2017 SIAM International Conference on Data Mining
Society for Industrial and Applied Mathematics
2017

Hubig, Nina;Fengler, Philip;Züfle, Andreas;Yang, Ruixin;Günnemann, Stephan
Detection and Prediction of Natural Hazards Using Large-Scale Environmental Data
Advances in Spatial and Temporal Databases
Springer International Publishing
2017

Mrowca, Artur;Moser, Barbara;Günnemann, Stephan
Discovering Groups of Signals in In-Vehicle Network Traces for Redundancy Detection and Functional Grouping
Machine Learning and Knowledge Discovery in Databases
Springer International Publishing
2019

von Ritter, Lorenzo;Houle, Michael E.;Günnemann, Stephan
Intrinsic Degree: An Estimator of the Local Growth Rate in Graphs
Similarity Search and Applications
Springer International Publishing
2018

Passing, Linnea;Then, Manuel;Hubig, Nina;Lang, Harald;Schreier, Michael;Günnemann, Stephan;Kemper, Alfons;Neumann, Thomas
SQL- and Operator-centric Data Analytics in Relational Main-Memory Databases
2017

Stephan Rabanser, Stephan Günnemann, Zachary C. Lipton
Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift
2019

Johannes Klicpera, Stefan Weißenberger, Stephan Günnemann
Diffusion Improves Graph Learning
2019

Aleksandar Bojchevski, Stephan Günnemann
Certifiable Robustness to Graph Perturbations
2019