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Research facility · Sankt Augustin · Germany

Fraunhofer Institute for Intelligent Analysis and Information Systems

In research, Fraunhofer Institute for Intelligent Analysis and Information Systems stands highest in Computer Science (#3,637 of 4,667 worldwide), Physical Sciences (#10,390 of 12,888 worldwide) and Artificial Intelligence (#1,534 of 1,884 worldwide), 2022–2025. Relative to its size it is most specialised in Artificial Intelligence and Computer Science — Artificial Intelligence is 16.2× its share of world research.

iais.fraunhofer.deROR OpenAlex
World rank, 2022–2025
#19,044
of 28,054 · #11,117 all time
Rank in Germany
#746
of 1,178
Research works
881
▲ 39% vs 2013–17
Citations
17k
19.8 per fractional work
Top-10% rate
16.9%
record average 16.5%
Open access
41%
world 28%

What is Fraunhofer Institute for Intelligent Analysis and Information Systems known for in research?

The fields where it stands highest, 2022–2025, ranked among every institution above the floor in each field.

FieldWorld rankWhere that sitsTop-10% rateWorksAll time
Computer ScienceField #3,637 of 4,667 15.5%96 #1537
Physical SciencesDomain #10,390 of 12,888 14.9%120 #7270
Artificial IntelligenceSubfield #1,534 of 1,884 16.5%65 #1352

Each strip is that field’s whole ranked pool, with the notch where Fraunhofer Institute for Intelligent Analysis and Information Systems sits in it, in the colour of the band that rank falls in. The track under the rate is the rate itself: it carries no world mark, because the world rate differs by field (from about 6% to 21% in this record).

Which of those standings moved

The same fields on both windows: where it stood over the whole record, and where it stands in 2022–2025. The distance is the story, and it is the one thing the two rank columns above cannot show.

  1. Computer Science#1,537 #3,637
  2. Physical Sciences#7,270 #10,390
  3. Artificial Intelligence#1,352 #1,534
all time2022–2025, better2022–2025, worse

A dot further right is a better standing. Fields it was not ranked in over the whole record are left out.

What does Fraunhofer Institute for Intelligent Analysis and Information Systems specialise in?

Where its research is concentrated relative to its size: Artificial Intelligence takes 16.2× the share of its output that it takes of world research.

  1. Artificial IntelligenceSubfield · 64.5 works16×
  2. Computer ScienceField · 95.7 works7.5×
← 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: 0.16× its world share, 1 worksAgricultural and Bio…Biochemistry, Genetics and Molecular Biology: 0.37× its world share, 3 worksBiochemistry, Geneti…Immunology and Microbiology: 0.05× its world share, 0 worksImmunology and Micro…Neuroscience: 0.48× its world share, 1 worksNeurosciencePharmacology, Toxicology and Pharmaceutics: 0.11× its world share, 0 worksPharmacology, Toxico…Chemistry: 0.08× its world share, 0 worksChemistryComputer Science: 7.46× its world share, 96 worksComputer ScienceEarth and Planetary Sciences: 0.03× its world share, 0 worksEarth and Planetary …Energy: 0.06× its world share, 0 worksEnergyEngineering: 0.59× its world share, 15 worksEngineeringEnvironmental Science: 0.19× its world share, 2 worksEnvironmental ScienceMaterials Science: 0.21× its world share, 1 worksMaterials ScienceMathematics: 1.49× its world share, 3 worksMathematicsPhysics and Astronomy: 1.00× its world share, 4 worksPhysics and AstronomyDentistry: 0.10× its world share, 0 worksDentistryHealth Professions: 0.35× its world share, 2 worksHealth ProfessionsMedicine: 0.34× its world share, 11 worksMedicineArts and Humanities: 0.25× its world share, 1 worksArts and HumanitiesBusiness, Management and Accounting: 0.93× its world share, 5 worksBusiness, Management…Decision Sciences: 5.12× its world share, 8 worksDecision SciencesEconomics, Econometrics and Finance: 0.36× its world share, 1 worksEconomics, Econometr…Psychology: 0.70× its world share, 4 worksPsychologySocial Sciences: 0.34× its world share, 7 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

Rings at 0.5×, 1× and 2×. Widest outward: Computer Science, 7.5×. Every wedge is a field page.

Who are the top researchers at Fraunhofer Institute for Intelligent Analysis and Information Systems?

Ranked on the composite score, Hartmut Surmann, Natalia Andrienko and Gennady Andrienko lead among researchers whose main affiliation is Fraunhofer Institute for Intelligent Analysis and Information Systems.

  1. 1 Hartmut Surmann Germany · #47,887 worldwide 408 citations · 34 works
  2. 2 Natalia Andrienko Germany · #61,263 worldwide 477 citations · 66 works
  3. 3 Gennady Andrienko Germany · #70,565 worldwide 492 citations · 74 works
  4. 4 Christian Bauckhage Germany · #149,084 worldwide 659 citations · 106 works
  5. 5 Gerhard Paaß Germany · #175,697 worldwide 276 citations · 20 works
  6. 6 Stefan Rüping Germany · #285,075 worldwide 149 citations · 37 works
  7. 7 Steffen Lohmann Germany · #296,175 worldwide 103 citations · 35 works
  8. 8 Georg Fuchs Germany · #479,046 worldwide 105 citations · 15 works
  9. 9 Rafet Sifa Germany · #517,703 worldwide 195 citations · 62 works
  10. 10 Thomas Gärtner Germany · #576,247 worldwide 94 citations · 79 works
All ranked researchers at Fraunhofer Institute for Intelligent Analysis and Information Systems

Which keywords describe research at Fraunhofer Institute for Intelligent Analysis and Information Systems?

By fractional works in 2022–2025, weighted toward what it does more of than the world: Neural Networks, Deep Learning, Machine Learning, Big Data, Information Retrieval, Text Classification, Deep Neural Networks and Topic Modeling.

▲ 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. Deep Learning29▲ 5.1×43 topics
  2. Neural Networks28▲ 11×19 topics
  3. Machine Learning24▲ 4.5×44 topics
  4. Big Data13▲ 8.6×12 topics
  5. Information Retrieval12▲ 32×4 topics
  6. Text Classification11▲ 44×3 topics
  7. Artificial Intelligence11▲ 4.7×12 topics
  8. Deep Neural Networks10▲ 54×3 topics
  9. Topic Modeling10▲ 39×2 topics
  10. Machine Translation9▲ 33×1 topic
  11. Word Representation9▲ 45×1 topic
  12. Interpretable Models7▲ 108×1 topic
  13. Machine Learning Interpretability7▲ 108×1 topic
  14. Corpus Linguistics7▲ 20×2 topics
  15. Healthcare7▲ 3.6×5 topics
  16. Neural Machine Translation7▲ 42×1 topic
  17. Statistical Machine Translation7▲ 42×1 topic
  18. Precision Medicine6▲ 8.2×4 topics
  19. Convolutional Neural Networks6▲ 5.0×10 topics
  20. Quantum Information6▲ 29×2 topics
  21. Surveillance6▲ 12×2 topics
  22. Security5▲ 5.0×6 topics
  23. Medical Imaging5▲ 6.2×5 topics
  24. Data Mining5▲ 3.8×6 topics
  25. Quantum Algorithms5▲ 53×1 topic
  26. Quantum Computation5▲ 53×1 topic
  27. Time Series4▲ 14×2 topics
  28. Semantic Web4▲ 25×5 topics
  29. Clinical Decision Support4▲ 16×1 topic
  30. Data Integration4▲ 13×3 topics
  31. Ethical Challenges4▲ 11×1 topic
  32. Feature Selection4▲ 9.5×5 topics
  33. Anomaly Detection3▲ 7.1×2 topics
  34. Extraction3▲ 16×2 topics
  35. Semi-Supervised Learning3▲ 18×3 topics
  36. Adversarial Examples3▲ 41×1 topic
  37. Automatic3▲ 51×1 topic
  38. Robustness3▲ 41×1 topic
  39. Textual Data3▲ 51×1 topic
  40. High-Dimensional Data3▲ 12×2 topics

Which research topics does Fraunhofer Institute for Intelligent Analysis and Information Systems publish most on?

By volume in 2022–2025: Topic Modeling, Explainable Artificial Intelligence (XAI), Natural Language Processing Techniques and Quantum Computing Algorithms and Architecture.

Topic Modeling9Topic Modeling: 9 fractional worksExplainable Artificial Intelligence (XAI): 7 fractional worksNatural Language Processing Techniques: 7 fractional worksQuantum Computing Algorithms and Architecture: 5 fractional worksArtificial Intelligence in Healthcare and Education: 4 fractional worksAdversarial Robustness i…3Adversarial Robustness in Machine Learning: 3 fractional worksAdvanced Text Analysis Techniques: 3 fractional worksAnomaly Detection Techniques and Applications: 3 fractional worksData Visualization and Analytics: 3 fractional worksEthics and Social Impacts of AI: 2 fractional works
Artificial IntelligenceHealth InformaticsComputer Vision and Pattern RecognitionSafety Research

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

  1. 1 Topic Modeling Artificial Intelligence 9 works
  2. 2 Explainable Artificial Intelligence (XAI) Artificial Intelligence 7 works
  3. 3 Natural Language Processing Techniques Artificial Intelligence 7 works
  4. 4 Quantum Computing Algorithms and Architecture Artificial Intelligence 5 works
  5. 5 Artificial Intelligence in Healthcare and Education Health Informatics 4 works
  6. 6 Adversarial Robustness in Machine Learning Artificial Intelligence 3 works
  7. 7 Advanced Text Analysis Techniques Artificial Intelligence 3 works
  8. 8 Anomaly Detection Techniques and Applications Artificial Intelligence 3 works
  9. 9 Data Visualization and Analytics Computer Vision and Pattern Recognition 3 works
  10. 10 Ethics and Social Impacts of AI Safety Research 2 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 available41.2%not open58.8%

World: 28% of research is openly available.

with international co-authors23.7%domestic only76.3%

World: 19% is written across borders.

How has Fraunhofer Institute for Intelligent Analysis and Information Systems's research output changed?

Output in 2018–2022 was 39% higher than in 2013–2017.

199520002005201020152020
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 Sankt Augustin

All research institutions in Sankt Augustin

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.