170 citations
- Ludwig-Maximilians-Universität MünchenDE2 papers
- University of RegensburgDE2 papers
- Centraal Bureau voor de StatistiekNL1 paper
- Imperial College LondonGB1 paper
- InsermFR1 paper
- La Ligue Contre le CancerFR1 paper
- Leibniz Institute for Prevention Research and Epidemiology - BIPSDE1 paper
- LMU KlinikumDE1 paper
- Munich Center for Machine Learning1 paper
- Munich School of PhilosophyDE1 paper
- Open University of the NetherlandsNL1 paper
- Oslo University HospitalNO1 paper
5 papers
Reduction Techniques for Survival Analysis
Johannes Piller, Léa Orsini, Simon Wiegrebe +6
In this work, we discuss what we refer to as reduction techniques for survival analysis, that is, techniques that "reduce" a survival task to a more common regression or classifica…
Which Imputation Fits Which Feature Selection Method? A Survey-Based Simulation Study
Jakob Schwerter, Andrés Romero, Florian Dumpert +1
Tree-based learning methods such as Random Forest and XGBoost are still the gold-standard prediction methods for tabular data. Feature importance measures are usually considered fo…
Deep Learning for Survival Analysis: A Review
Simon Wiegrebe, Philipp Kopper, Raphael Sonabend +2
The influx of deep learning (DL) techniques into the field of survival analysis in recent years has led to substantial methodological progress; for instance, learning from unstruct…
Data Fusion for Joining Income and Consumption Information Using Different Donor-Recipient Distance Metrics
Florian Meinfelder, Jannik Schaller
Data fusion describes the method of combining data from (at least) two initially independent data sources to allow for joint analysis of variables which are not jointly observed. T…
Monitoring Spatial Sustainable Development: semi-automated analysis of Satellite and Aerial Images for Energy Transition and Sustainability Indicators
Tim De Jong, Stefano Bromuri, Xi Chang +6
This report presents the results of the DeepSolaris project that was carried out under the ESS action 'Merging Geostatistics and Geospatial Information in Member States'. During th…