Science Explorer Back to mapMap
Discussion
Researcher · Siemens (Germany) · Germany

Volker Tresp

Volker Tresp publishes mostly in Artificial Intelligence, Computer Vision and Pattern Recognition and Signal Processing, on topics such as Topic Modeling, Advanced Graph Neural Networks and Multimodal Machine Learning Applications.

ORCID 0000-0001-9428-3686 OpenAlex
World rank
#105,033
of 7,710,434 ranked researchers
Rank in Germany
#5,597
of 364,343
Works
450
Citations
17k
Citations per work
36.9
h-index
59
i10-index 184Top 0.5% in Artificial Intelligence
Volker Tresp

What does Volker Tresp research?

Volker Tresp's work is mostly in Computer Science (71%), Biochemistry, Genetics and Molecular Biology (4%), Decision Sciences (3%).

Physical Sciences: 320 works · 71.0% of their workComputer Science: 320 works · 71.0% of their workArtificial Intelligence: 220 works · 48.8% of their workComputer Vision and Pattern Recognition: 64 works · 14.2% of their workSignal Processing: 19 works · 4.2% of their workInformation Systems: 17 works · 3.8% of their workEverything else: 101 works · 22.5% of their workLife Sciences: 17 works · 3.7% of their workBiochemistry, Genetics and Molecular Biology: 17 works · 3.7% of their workMolecular Biology: 17 works · 3.7% of their workSocial Sciences: 13 works · 2.8% of their workDecision Sciences: 13 works · 2.8% of their workManagement Science and Operations Research: 13 works · 2.8% of their workTHEIR WORKVolker Tresp450works
Life Sciences4%Physical Sciences71%Social Sciences3%

Their six largest subfields, inside their fields and domains; the grey slice is everything else they publish. The interactive view splits every one of their works down to single topics.

The fields and subfields, with their numbers
    1. Computer Science32071.0%
  2. Everything else10122.5%
    1. Biochemistry, Genetics and Molecular Biology173.7%
    1. Decision Sciences132.8%
  1. 1Artificial Intelligence49% of their works
  2. 2Computer Vision and Pattern Recognition14% of their works
  3. 3Signal Processing4% of their works
  4. 4Information Systems4% of their works
  5. 5Molecular Biology4% of their works
  6. 6Management Science and Operations Research3% of their works

Research topics

Which keywords describe Volker Tresp's research?

The keywords of their largest research topics: Neural Networks, Deep Learning, Representation Learning, Semi-Supervised Learning, Machine Translation, Word Representation, Graph Neural Networks and Knowledge Graph Embedding.

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. The words come from the keyword list OpenAlex gives each topic, not from the text of the papers, so a word can appear that none of the papers uses.

All 21 words, with their numbers
  1. Neural Networks1873 topics
  2. Deep Learning1753 topics
  3. Representation Learning1172 topics
  4. Semi-Supervised Learning1172 topics
  5. Machine Translation911 topic
  6. Word Representation911 topic
  7. Graph Neural Networks791 topic
  8. Knowledge Graph Embedding791 topic
  9. Data Integration602 topics
  10. Image Captioning511 topic
  11. Visual Question Answering511 topic
  12. Backpropagation Learning451 topic
  13. Self-Organizing Maps451 topic
  14. Domain Adaptation381 topic
  15. Transfer Learning381 topic
  16. Bayesian Networks311 topic
  17. Causal Inference311 topic
  18. Data Cleaning301 topic
  19. Ontology301 topic
  20. Record Linkage301 topic
  21. Semantic Web301 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?

OpenAlex counts 450 works and 16,597 citations for Volker Tresp, an h-index of 59, ranking #105,033 of 7,710,434 researchers worldwide on the quality score.

Ranked on field-normalised citation 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 have tabs of their own, above. Is this your page? Claim it with your ORCID iD, or request a correction or removal.

Discussion

Ask a question or share a note about Volker Tresp. Keep it to the research: no personal attacks, advertising or links. Any reader can report a post, which collapses it for everyone until it is opened.