Dominik Baumann
Dominik Baumann publishes mostly in Artificial Intelligence, Control and Systems Engineering and Management Science and Operations Research, on topics such as Reinforcement Learning in Robotics, Formal Methods in Verification and Advanced Control Systems Optimization.
- World rank
- #1,120,348 of 1,633,909 ranked researchers
- Rank in Germany
- #64,299 of 86,443
- Works
- 20
- Citations
- 52
- Citations per work
- 2.6
What does Dominik Baumann research?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Artificial Intelligence27% of their works
- 2Control and Systems Engineering15% of their works
- 3Management Science and Operations Research15% of their works
- 4Electrical and Electronic Engineering12% of their works
- 5Computational Theory and Mathematics12% of their works
- 6Cognitive Neuroscience4% of their works
Research topics
Which keywords describe Dominik Baumann's research?
The keywords of their largest research topics: Deep Learning, Hyperparameter Optimization, Neural Networks, Reinforcement Learning, Bandit Optimization, Bayesian Optimization, Game Theory and Model Checking.
- Noisy Labels
- Machine Learning
- Cortical Networks
- Symbolic Model Checker
- Network Formation
- Model Checking
- Bayesian Optimization
- Reinforcement Learning
- Hyperparameter Optimization
- Deep Learning
- Neural Networks
- Bandit Optimization
- Game Theory
- Model Predictive Control
- Optimization
- Active Learning
- Instance Selection
- Neuronal Oscillations
Size is their works in the topics tagged with each word, from their 8 largest topics. Each links to the topic it comes from most.
All 18 words, with their numbers
- Deep Learning42 topics
- Hyperparameter Optimization32 topics
- Neural Networks31 topic
- Reinforcement Learning31 topic
- Bandit Optimization21 topic
- Bayesian Optimization21 topic
- Game Theory21 topic
- Model Checking21 topic
- Model Predictive Control21 topic
- Network Formation21 topic
- Optimization21 topic
- Symbolic Model Checker21 topic
- Active Learning11 topic
- Cortical Networks11 topic
- Instance Selection11 topic
- Machine Learning11 topic
- Neuronal Oscillations11 topic
- Noisy Labels11 topic
Where does Dominik Baumann work?
Dominik Baumann's main affiliation in the publication record is Max Planck Institute for Intelligent Systems, Germany.
How many publications and citations does Dominik Baumann have?
Science Explorer counts 20 works and 52 citations for Dominik Baumann, ranking #1,120,348 of 1,633,909 researchers worldwide on the composite score.
Ranked on field-normalised excellence (50%), output (30%) and citations (20%). Counts come from OpenAlex author records, which occasionally merge different people who share a name or split one person into several.
Papers, co-authors, who cited this work and researchers on the nearest topics are in the interactive view on the map. Is this your page? Request a correction or removal.