CMCL Innovations (United Kingdom)
- Research works
- 74 ▲ 17% vs 2018-21
- Citations
- 622 8.4 per fractional work
- Top-10% rate
- 43.1% all institutions 10.0%
- Open access
- 33% world 40%
- International
- 46% world 18%
Not ranked overall: CMCL Innovations (United Kingdom) is under the volume floor below which a citation excellence rate is noise. Not ranked is not the same as ranked last.
Which fields of science does CMCL Innovations (United Kingdom) work in?
In all years, 74% of research at CMCL Innovations (United Kingdom) is in Physical Sciences, 15% in Social Sciences. Its largest fields are Computer Science (36%), Engineering (27%), Biochemistry, Genetics and Molecular Biology (9%). It does 1.8× the world's share of Physical Sciences.
Each ring splits the one inside it: the four domains of science, their fields, their subfields. Size is fractional works in all years. Every slice is a page; the interactive view zooms down to single topics and colours each by how much more of it this institution does than the world.
Its 4 domains and 20 fields, with their numbers
- Physical Sciences5574.2%
- Computer Science2635.6%
- Engineering2027.4%
- Chemical Engineering23.4%
- Materials Science23.0%
- Environmental Science11.4%
- Physics and Astronomy11.3%
- Energy11.0%
- Chemistry00.6%
- Mathematics00.3%
- Earth and Planetary Sciences00.2%
- Social Sciences1114.9%
- Life Sciences79.3%
- Health Sciences11.6%
- Medicine11.6%
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.
Rings at 0.5×, 1× and 2×. Widest outward: Decision Sciences, 7.3×. Every wedge is a field page.
All 15 fields, with their numbers
- Decision Sciences7.31×1 works
- Computer Science3.62×2 works
- Chemical Engineering3.29×0 works
- Engineering2.38×3 works
- Energy2.14×0 works
- Materials Science1.87×1 works
- Chemistry1.13×0 works
- Environmental Science0.95×0 works
- Physics and Astronomy0.89×0 works
- Earth and Planetary Sciences0.63×0 works
- Biochemistry, Genetics and Molecular Biology0.59×0 works
- Economics, Econometrics and Finance0.55×0 works
- Business, Management and Accounting0.42×0 works
- Psychology0.32×0 works
- Social Sciences0.26×0 works
- Decision Sciences 7.3×
- Computer Science 3.6×
- Chemical Engineering 3.3×
- Engineering 2.4×
- Energy 2.1×
- Materials Science 1.9×
- Chemistry 1.1×
- Environmental Science 0.9×
- Physics and Astronomy 0.9×
- Earth and Planetary Sciences 0.6×
- Biochemistry, Genetics and Molecular Biology 0.6×
- Economics, Econometrics and Finance 0.6×
- Business, Management and Accounting 0.4×
- Psychology 0.3×
- Social Sciences 0.3×
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.
- Incremental Learning
- Ensemble Learning
- Contextual Bandits
- Bandit Optimization
- Manufacturing
- Game Theory
- Bayesian Optimization
- Data Integration
- Semantic Web
- Scheduling
- Classification
- Combustion
- Genetic Algorithm
- Biofuels
- Emissions
- Chemical Kinetics
- Policy Gradient
- Robotics
- Multi-Agent Systems
- Machine Learning
- Neural Networks
- Deep Learning
- Reinforcement Learning
- Autonomous Control
- Online Learning
- Bioinformatics
- Feature Selection
- Energy Efficiency
- Big Data
- Soot Formation
- Data Mining
- Evolutionary Algorithms
- Bayesian Networks
- Multiobjective Optimization
- Flexible Job-shop
- Genetic Programming
- Symbolic Regression
- Cell Signaling
- Eco-Driving
- Fuel Consumption
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
- Neural Networks8▲ 11×9 topics
- Machine Learning8▲ 4.8×19 topics
- Deep Learning7▲ 4.7×13 topics
- Multi-Agent Systems6▲ 45×3 topics
- Reinforcement Learning6▲ 108×3 topics
- Robotics6▲ 35×2 topics
- Autonomous Control6▲ 396×1 topic
- Policy Gradient6▲ 396×1 topic
- Online Learning4▲ 12×4 topics
- Chemical Kinetics4▲ 44×2 topics
- Bioinformatics3▲ 38×4 topics
- Emissions3▲ 22×3 topics
- Feature Selection3▲ 24×3 topics
- Biofuels3▲ 38×2 topics
- Energy Efficiency3▲ 4.4×9 topics
- Genetic Algorithm2▲ 18×3 topics
- Big Data2▲ 5.6×10 topics
- Combustion2▲ 44×1 topic
- Soot Formation2▲ 62×1 topic
- Classification2▲ 7.9×2 topics
- Data Mining2▲ 6.1×5 topics
- Scheduling2▲ 35×2 topics
- Evolutionary Algorithms2▲ 24×3 topics
- Semantic Web2▲ 19×3 topics
- Bayesian Networks2▲ 31×2 topics
- Data Integration2▲ 10×3 topics
- Multiobjective Optimization2▲ 44×2 topics
- Bayesian Optimization2▲ 38×2 topics
- Flexible Job-shop2▲ 65×1 topic
- Game Theory2▲ 17×2 topics
- Genetic Programming2▲ 87×1 topic
- Manufacturing2▲ 48×1 topic
- Symbolic Regression2▲ 87×1 topic
- Bandit Optimization2▲ 305×1 topic
- Cell Signaling2▲ 7.0×4 topics
- Contextual Bandits2▲ 305×1 topic
- Eco-Driving2▲ 51×1 topic
- Ensemble Learning2▲ 61×2 topics
- Fuel Consumption2▲ 39×1 topic
- Incremental Learning2▲ 89×2 topics
Which research topics does CMCL Innovations (United Kingdom) publish most on?
By volume in 2022-now: Semantic Web and Ontologies, Nuclear Engineering Thermal-Hydraulics, Heat Transfer and Numerical Methods and Machine Learning in Materials Science.
Area is fractional works; colour is the subfield each topic belongs to.
- 1 Semantic Web and Ontologies Artificial Intelligence 0 works
- 2 Nuclear Engineering Thermal-Hydraulics Aerospace Engineering 0 works
- 3 Heat Transfer and Numerical Methods Computational Mechanics 0 works
- 4 Machine Learning in Materials Science Materials Chemistry 0 works
- 5 Scientific Computing and Data Management Information Systems and Management 0 works
- 6 Elasticity and Material Modeling Biomedical Engineering 0 works
- 7 Topic Modeling Artificial Intelligence 0 works
- 8 Geographic Information Systems Studies Geography, Planning and Development 0 works
- 9 Digital Transformation in Industry Industrial and Manufacturing Engineering 0 works
- 10 3D Modeling in Geospatial Applications Building and Construction 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.
World: 40% of research is openly available.
World: 18% is written across borders.
How has CMCL Innovations (United Kingdom)'s research output changed?
Output in 2022-2025 was 17% higher than in 2018-2021.
The same series as a ribbon: one cell per year, darker for more. The line above answers how much; this answers when.
Its share of all research
Growing output can still be a shrinking share: all of science grows. This is CMCL Innovations (United Kingdom) as a percentage of every work published that year, 0.000047% in 2024.
Fractional works of CMCL Innovations (United Kingdom) over all fractional works that year. How the balance of science has shifted.
Other research institutions in Cambridge
- University of Cambridge
- AstraZeneca (United Kingdom)
- Anglia Ruskin University
- British Antarctic Survey
- Cambridge University Hospitals NHS Foundation Trust
- Central Research Laboratories (United Kingdom)
- Wellcome Sanger Institute
- Babraham Institute
Research measures only: rankings here say nothing about teaching, admissions or student experience. Comparable institutions and collaboration partners have tabs of their own, above.
Discussion
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