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University · Dresden · Germany

Center for Scalable Data Analytics and Artificial Intelligence

scads.aiROR OpenAlex
World rank, 2022–2025
#11,235
of 28,054
Rank in Germany
#450
of 1,178
Research works
114
▲ 29% vs 2013–17
Citations
711
6.2 per fractional work
Top-10% rate
26.7%
record average 16.5%
Open access
70%
world 28%

What does Center for Scalable Data Analytics and Artificial Intelligence specialise in?

Where its research is concentrated relative to its size: Computer Science takes 5.4× the share of its output that it takes of world research.

  1. Computer ScienceField · 31.9 works5.4×
← less than its size predicts1×more →

Location quotient, a volume reading rather than an impact one. It surfaces small, lopsided specialities.

Field profile

Location quotient across every field it publishes in: outside the ring is more than an institution of this size would be expected to publish, inside it is less.

Agricultural and Biological Sciences: 0.19× its world share, 1 worksAgricultural and Bio…Biochemistry, Genetics and Molecular Biology: 1.76× its world share, 7 worksBiochemistry, Geneti…Immunology and Microbiology: 0.64× its world share, 0 worksImmunology and Micro…Neuroscience: 1.00× its world share, 1 worksNeuroscienceChemistry: 0.18× its world share, 0 worksChemistryComputer Science: 5.43× its world share, 32 worksComputer ScienceEarth and Planetary Sciences: 0.89× its world share, 1 worksEarth and Planetary …Engineering: 0.85× its world share, 10 worksEngineeringEnvironmental Science: 1.10× its world share, 4 worksEnvironmental ScienceMaterials Science: 0.35× its world share, 1 worksMaterials ScienceMathematics: 1.26× its world share, 1 worksMathematicsPhysics and Astronomy: 0.54× its world share, 1 worksPhysics and AstronomyHealth Professions: 0.32× its world share, 1 worksHealth ProfessionsMedicine: 0.37× its world share, 5 worksMedicineNursing: 0.11× its world share, 0 worksNursingArts and Humanities: 0.27× its world share, 1 worksArts and HumanitiesBusiness, Management and Accounting: 0.21× its world share, 0 worksBusiness, Management…Decision Sciences: 1.14× its world share, 1 worksDecision SciencesEconomics, Econometrics and Finance: 0.56× its world share, 1 worksEconomics, Econometr…Psychology: 1.09× its world share, 2 worksPsychologySocial Sciences: 0.49× its world share, 5 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

Rings at 0.5×, 1× and 2×. Widest outward: Computer Science, 5.4×. Every wedge is a field page.

Which keywords describe research at Center for Scalable Data Analytics and Artificial Intelligence?

By fractional works in 2022–2025, weighted toward what it does more of than the world: Machine Learning, Knowledge Representation, Description Logics, Deep Learning, Data Integration, Semantic Web, Linked Data and Neural Networks.

▲ more of its work than of the world’s◆ about the world’s share▼ less than the world’s

Size is fractional works in 2022–2025 in the topics tagged with each word; colour is the word's share of this institution's work against its share of the world's. The 40 words are chosen for being large and distinctive. Each links to the topic it comes from most.

All 40 words, with their numbers
  1. Machine Learning10▲ 4.2×42 topics
  2. Deep Learning8▲ 3.1×33 topics
  3. Knowledge Representation6▲ 93×3 topics
  4. Description Logics6▲ 164×2 topics
  5. Data Integration5▲ 37×5 topics
  6. Neural Networks5▲ 4.0×14 topics
  7. Semantic Web4▲ 58×4 topics
  8. Linked Data4▲ 113×2 topics
  9. Ontology3▲ 54×2 topics
  10. Model Checking3▲ 95×2 topics
  11. OWL3▲ 127×1 topic
  12. RDF3▲ 127×1 topic
  13. Answer Set Programming3▲ 247×1 topic
  14. Artificial Intelligence3▲ 2.7×6 topics
  15. Modal Logic3▲ 130×1 topic
  16. Climate Change3▲ 1.34×17 topics
  17. Big Data2▲ 3.5×7 topics
  18. Data Mining2▲ 4.2×6 topics
  19. Classification2▲ 6.1×7 topics
  20. Convolutional Neural Networks2▲ 3.3×6 topics
  21. Deep Neural Networks2▲ 22×2 topics
  22. Meta-Learning2▲ 29×2 topics
  23. Hyperparameter Optimization2▲ 50×1 topic
  24. Noisy Labels2▲ 68×1 topic
  25. Collision Avoidance2▲ 11×4 topics
  26. Information Retrieval2▲ 9.0×2 topics
  27. Multi-Agent Systems2▲ 11×3 topics
  28. Precision Medicine2▲ 4.2×3 topics
  29. Reinforcement Learning2▲ 18×3 topics
  30. Text Classification2▲ 13×2 topics
  31. Topic Modeling2▲ 13×2 topics
  32. Bioinformatics1▲ 16×4 topics
  33. Machine Translation1▲ 11×1 topic
  34. Word Representation1▲ 16×1 topic
  35. Intelligent Transportation Systems1▲ 12×3 topics
  36. Neuromorphic Computing1▲ 15×2 topics
  37. Autonomous Vehicles1▲ 7.6×2 topics
  38. Differential Privacy1▲ 23×1 topic
  39. Federated Learning1▲ 23×1 topic
  40. Molecular Dynamics1▲ 9.9×3 topics

Which research topics does Center for Scalable Data Analytics and Artificial Intelligence publish most on?

By volume in 2022–2025: Semantic Web and Ontologies, Logic, Reasoning, and Knowledge, Machine Learning and Data Classification and Topic Modeling.

Semantic Web and Ontolog…3Semantic Web and Ontologies: 3 fractional worksLogic, Reasoning, and Knowledge: 3 fractional worksMachine Learning and Data Classification: 2 fractional worksTopic Modeling1Topic Modeling: 1 fractional worksPrivacy-Preserving Technologies in Data: 1 fractional worksAdvanced Memory and Neur…1Advanced Memory and Neural Computing: 1 fractional worksArtificial Intelligence in Healthcare and Education: 1 fractional worksNatural Language Processing Techniques: 1 fractional worksDigital Mental Health Interventions: 1 fractional worksAutonomous Vehicle Technology and Safety: 1 fractional works
Artificial IntelligenceElectrical and Electronic EngineeringHealth InformaticsApplied Psychology1 others

Area is fractional works; colour is the subfield each topic belongs to.

  1. 1 Semantic Web and Ontologies Artificial Intelligence 3 works
  2. 2 Logic, Reasoning, and Knowledge Artificial Intelligence 3 works
  3. 3 Machine Learning and Data Classification Artificial Intelligence 2 works
  4. 4 Topic Modeling Artificial Intelligence 1 works
  5. 5 Privacy-Preserving Technologies in Data Artificial Intelligence 1 works
  6. 6 Advanced Memory and Neural Computing Electrical and Electronic Engineering 1 works
  7. 7 Artificial Intelligence in Healthcare and Education Health Informatics 1 works
  8. 8 Natural Language Processing Techniques Artificial Intelligence 1 works
  9. 9 Digital Mental Health Interventions Applied Psychology 1 works
  10. 10 Autonomous Vehicle Technology and Safety Automotive Engineering 1 works

How open and international is its research?

Against the world’s own shares — the tick on each track. Both are shares of its output, so they sit on one scale and can be read against each other as well as against the world.

openly available69.5%not open30.5%

World: 28% of research is openly available.

with international co-authors30.3%domestic only69.7%

World: 19% is written across borders.

How has Center for Scalable Data Analytics and Artificial Intelligence's research output changed?

Output in 2018–2022 was 29% higher than in 2013–2017.

2020
grewheldshrank

The same series as a ribbon — one cell per year, darker for more. The line above answers how much; this answers when.

Other research institutions in Dresden

All research institutions in Dresden

Research measures only: rankings here say nothing about teaching, admissions or student experience. Comparable institutions and collaboration partners are in the interactive view on the map.