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Company · Cambridge · United Kingdom

CMCL Innovations (United Kingdom)

cmclinnovations.comROR OpenAlex
Research works
74
▼ 60% vs 2013–17
Citations
622
8.4 per fractional work
Top-10% rate
59.0%
record average 16.5%
Open access
33%
world 28%

Not ranked overall: CMCL Innovations (United Kingdom) is under the volume floor below which an excellence rate is noise. Not ranked is not the same as ranked last.

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.

Biochemistry, Genetics and Molecular Biology: 0.61× its world share, 0 worksBiochemistry, Geneti…Chemical Engineering: 3.39× its world share, 0 worksChemical EngineeringChemistry: 1.16× its world share, 0 worksChemistryComputer Science: 3.46× its world share, 2 worksComputer ScienceEarth and Planetary Sciences: 0.65× its world share, 0 worksEarth and Planetary …Energy: 2.21× its world share, 0 worksEnergyEngineering: 2.45× its world share, 3 worksEngineeringEnvironmental Science: 0.98× its world share, 0 worksEnvironmental ScienceMaterials Science: 1.93× its world share, 1 worksMaterials SciencePhysics and Astronomy: 0.91× its world share, 0 worksPhysics and AstronomyBusiness, Management and Accounting: 0.43× its world share, 0 worksBusiness, Management…Decision Sciences: 7.53× its world share, 1 worksDecision SciencesEconomics, Econometrics and Finance: 0.57× its world share, 0 worksEconomics, Econometr…Social Sciences: 0.27× its world share, 0 worksSocial Sciences1×world share
more than its size predictsabout as predictedless

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

Which keywords describe research at CMCL Innovations (United Kingdom)?

By fractional works in all years, weighted toward what it does more of than the world: Neural Networks, Multi-Agent Systems, Reinforcement Learning, Machine Learning, Deep Learning, Robotics, Autonomous Control and Policy Gradient.

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

Size is fractional works in all years 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. Neural Networks8▲ 11×9 topics
  2. Machine Learning8▲ 4.8×19 topics
  3. Deep Learning7▲ 4.7×13 topics
  4. Multi-Agent Systems6▲ 45×3 topics
  5. Reinforcement Learning6▲ 108×3 topics
  6. Robotics6▲ 35×2 topics
  7. Autonomous Control6▲ 396×1 topic
  8. Policy Gradient6▲ 396×1 topic
  9. Online Learning4▲ 12×4 topics
  10. Chemical Kinetics4▲ 44×2 topics
  11. Bioinformatics3▲ 38×4 topics
  12. Emissions3▲ 22×3 topics
  13. Feature Selection3▲ 24×3 topics
  14. Biofuels3▲ 38×2 topics
  15. Energy Efficiency3▲ 4.4×9 topics
  16. Genetic Algorithm2▲ 18×3 topics
  17. Big Data2▲ 5.6×10 topics
  18. Combustion2▲ 44×1 topic
  19. Soot Formation2▲ 62×1 topic
  20. Classification2▲ 7.9×2 topics
  21. Data Mining2▲ 6.1×5 topics
  22. Scheduling2▲ 35×2 topics
  23. Evolutionary Algorithms2▲ 24×3 topics
  24. Semantic Web2▲ 19×3 topics
  25. Bayesian Networks2▲ 31×2 topics
  26. Data Integration2▲ 10×3 topics
  27. Multiobjective Optimization2▲ 44×2 topics
  28. Bayesian Optimization2▲ 38×2 topics
  29. Flexible Job-shop2▲ 65×1 topic
  30. Game Theory2▲ 17×2 topics
  31. Genetic Programming2▲ 87×1 topic
  32. Manufacturing2▲ 48×1 topic
  33. Symbolic Regression2▲ 87×1 topic
  34. Bandit Optimization2▲ 305×1 topic
  35. Cell Signaling2▲ 7.0×4 topics
  36. Contextual Bandits2▲ 305×1 topic
  37. Eco-Driving2▲ 51×1 topic
  38. Ensemble Learning2▲ 61×2 topics
  39. Fuel Consumption2▲ 39×1 topic
  40. Incremental Learning2▲ 89×2 topics

Which research topics does CMCL Innovations (United Kingdom) publish most on?

By volume in 2022–2025: Heat Transfer and Numerical Methods, Semantic Web and Ontologies, Nuclear Engineering Thermal-Hydraulics and Scientific Computing and Data Management.

Heat Transfer and Numeri…0Heat Transfer and Numerical Methods: 0 fractional worksSemantic Web and Ontolog…0Semantic Web and Ontologies: 0 fractional worksNuclear Engineering Ther…0Nuclear Engineering Thermal-Hydraulics: 0 fractional worksScientific Computing and…0Scientific Computing and Data Management: 0 fractional worksMachine Learning in Materials Science: 0 fractional worksGeographic Information Systems Studies: 0 fractional worksElasticity and Material …0Elasticity and Material Modeling: 0 fractional worksSmart Cities and Technologies: 0 fractional works3D Modeling in Geospatial Applications: 0 fractional worksDigital Transformation in Industry: 0 fractional works
Computational MechanicsArtificial IntelligenceAerospace EngineeringInformation Systems and Management6 others

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

  1. 1 Heat Transfer and Numerical Methods Computational Mechanics 0 works
  2. 2 Semantic Web and Ontologies Artificial Intelligence 0 works
  3. 3 Nuclear Engineering Thermal-Hydraulics Aerospace Engineering 0 works
  4. 4 Scientific Computing and Data Management Information Systems and Management 0 works
  5. 5 Machine Learning in Materials Science Materials Chemistry 0 works
  6. 6 Geographic Information Systems Studies Geography, Planning and Development 0 works
  7. 7 Elasticity and Material Modeling Biomedical Engineering 0 works
  8. 8 Smart Cities and Technologies Media Technology 0 works
  9. 9 3D Modeling in Geospatial Applications Building and Construction 0 works
  10. 10 Digital Transformation in Industry Industrial and Manufacturing Engineering 0 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 available32.6%not open67.4%

World: 28% of research is openly available.

with international co-authors45.9%domestic only54.1%

World: 19% is written across borders.

How has CMCL Innovations (United Kingdom)'s research output changed?

Output in 2018–2022 was 60% lower than in 2013–2017.

2005201020152020
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 Cambridge

All research institutions in Cambridge

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.