Volker Tresp
Volker Tresp publishes mostly in Artificial Intelligence, Computer Vision and Pattern Recognition and Information Systems, on topics such as Multimodal Machine Learning Applications, Advanced Graph Neural Networks and Bayesian Modeling and Causal Inference.
- World rank
- #45,496 of 1,633,909 ranked researchers
- Rank in Germany
- #3,249 of 86,443
- Works
- 102
- Citations
- 870
- Citations per work
- 8.5
What does Volker Tresp research?
Shares of their own output, by the field each of their topics belongs to. The grey slice is everything not listed.
- 1Artificial Intelligence42% of their works
- 2Computer Vision and Pattern Recognition19% of their works
- 3Information Systems5% of their works
- 4Signal Processing5% of their works
- 5Statistical and Nonlinear Physics4% of their works
- 6Management Science and Operations Research4% of their works
Research topics
Which keywords describe Volker Tresp's research?
The keywords of their largest research topics: Deep Learning, Neural Networks, Image Captioning, Visual Question Answering, Bayesian Networks, Causal Inference, Graph Neural Networks and Knowledge Graph Embedding.
- Semantic Web
- Word Representation
- Mixture Models
- Machine Translation
- Collaborative Filtering
- Knowledge Graph Embedding
- Causal Inference
- Visual Question Answering
- Neural Networks
- Deep Learning
- Image Captioning
- Bayesian Networks
- Graph Neural Networks
- Clustering
- Content-Based Image Retrieval
- Matrix Factorization
- Shape Matching
- Ontology
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 Learning183 topics
- Neural Networks173 topics
- Image Captioning71 topic
- Visual Question Answering71 topic
- Bayesian Networks61 topic
- Causal Inference61 topic
- Graph Neural Networks61 topic
- Knowledge Graph Embedding61 topic
- Clustering51 topic
- Collaborative Filtering51 topic
- Content-Based Image Retrieval51 topic
- Machine Translation51 topic
- Matrix Factorization51 topic
- Mixture Models51 topic
- Shape Matching51 topic
- Word Representation51 topic
- Ontology41 topic
- Semantic Web41 topic
Where does Volker Tresp work?
Volker Tresp's main affiliation in the publication record is Siemens (Germany), Germany.
How many publications and citations does Volker Tresp have?
Science Explorer counts 102 works and 870 citations for Volker Tresp, ranking #45,496 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.