IMT School for Advanced Studies Lucca
In research, IMT School for Advanced Studies Lucca stands highest in Physical Sciences (#2,313 of 10,670 worldwide), Social Sciences (#2,300 of 9,585 worldwide) and Computer Science (#1,161 of 4,417 worldwide), 2022-now. Relative to its size it is most specialised in Cognitive Neuroscience (Cognitive Neuroscience is 7.6× its share of world research).
- World rank, 2022-now
- #2,568 of 22,385 · #2,457 all time
- Rank in Italy
- #76 of 475
- Research works
- 1.9k ▲ 28% vs 2018-21
- Citations
- 36k 19.0 per fractional work
- Top-10% rate
- 14.2% all institutions 10.0%
- vs its own fields
- 1.23× 1.00× is exactly expected
- Open access
- 50% world 40%
- International
- 33% world 18%
What is IMT School for Advanced Studies Lucca known for in research?
The fields where it stands highest, 2022-now, ranked among every institution above the floor in each field.
| Field | World rank | Where that sits | Top-10% rate | Works | All time |
|---|---|---|---|---|---|
| Physical SciencesDomain | #2,313 of 10,670 | 13.0% | 233 | #2325 | |
| Social SciencesDomain | #2,300 of 9,585 | 16.6% | 181 | #2504 | |
| Computer ScienceField | #1,161 of 4,417 | 12.1% | 107 | #909 | |
| EngineeringField | #2,535 of 5,901 | 14.9% | 84 | #1806 |
Each strip is that field's whole ranked pool, with the notch where IMT School for Advanced Studies Lucca 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 average mark, because the average differs by field (from about 6% in Dentistry to 21% in Economics).
Which of those standings moved
The same fields on both windows: where it stood over the whole record, and where it stands in 2022-now. The distance is the story, and it is the one thing the two rank columns above cannot show.
- Physical Sciences#2,325 #2,313
- Social Sciences#2,504 #2,300
- Computer Science#909 #1,161
- Engineering#1,806 #2,535
A dot further right is a better standing. Fields it was not ranked in over the whole record are left out.
Which fields of science does IMT School for Advanced Studies Lucca work in?
In 2022-now, 46% of research at IMT School for Advanced Studies Lucca is in Physical Sciences, 36% in Social Sciences. Its largest fields are Computer Science (22%), Engineering (16%), Social Sciences (11%). It does 1.4× the world's share of Social Sciences.
Each ring splits the one inside it: the four domains of science, their fields, their subfields. Size is fractional works in 2022-now. 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 26 fields, with their numbers
- Physical Sciences26946.2%
- Computer Science13122.4%
- Engineering9115.6%
- Physics and Astronomy183.0%
- Mathematics91.5%
- Materials Science81.4%
- Environmental Science81.4%
- Earth and Planetary Sciences40.7%
- Energy00.1%
- Chemistry00.1%
- Chemical Engineering00.0%
- Social Sciences20935.9%
- Social Sciences6411.0%
- Psychology427.3%
- Business, Management and Accounting295.0%
- Arts and Humanities294.9%
- Economics, Econometrics and Finance294.9%
- Decision Sciences172.8%
- Health Sciences539.2%
- Medicine467.9%
- Health Professions61.1%
- Nursing10.1%
- Veterinary00.1%
- Dentistry00.0%
- Life Sciences518.7%
What does IMT School for Advanced Studies Lucca specialise in?
Where its research is concentrated relative to its size: Cognitive Neuroscience takes 7.6× the share of its output that it takes of world research.
- Cognitive NeuroscienceSubfield · 32.3 works7.6×
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.
Rings at 0.5×, 1× and 2×. Widest outward: Neuroscience, 3.9×. Every wedge is a field page.
All 26 fields, with their numbers
- Neuroscience3.87×37 works
- Decision Sciences2.94×17 works
- Computer Science2.89×131 works
- Psychology2.38×42 works
- Economics, Econometrics and Finance2.29×28 works
- Arts and Humanities1.70×29 works
- Business, Management and Accounting1.56×29 works
- Physics and Astronomy1.36×18 works
- Mathematics1.27×9 works
- Engineering1.04×91 works
- Social Sciences0.87×64 works
- Earth and Planetary Sciences0.48×4 works
- Veterinary0.42×0 works
- Health Professions0.41×6 works
- Medicine0.41×46 works
- Materials Science0.39×8 works
- Nursing0.29×1 works
- Biochemistry, Genetics and Molecular Biology0.28×9 works
- Environmental Science0.27×8 works
- Pharmacology, Toxicology and Pharmaceutics0.20×0 works
- Immunology and Microbiology0.18×1 works
- Agricultural and Biological Sciences0.14×4 works
- Energy0.09×0 works
- Chemistry0.03×0 works
- Dentistry0.02×0 works
- Chemical Engineering0.01×0 works
- Neuroscience 3.9×
- Decision Sciences 2.9×
- Computer Science 2.9×
- Psychology 2.4×
- Economics, Econometrics and Finance 2.3×
- Arts and Humanities 1.7×
- Business, Management and Accounting 1.6×
- Physics and Astronomy 1.4×
- Mathematics 1.3×
- Engineering 1.0×
- Social Sciences 0.9×
- Earth and Planetary Sciences 0.5×
- Veterinary 0.4×
- Health Professions 0.4×
- Medicine 0.4×
- Materials Science 0.4×
- Nursing 0.3×
- Biochemistry, Genetics and Molecular Biology 0.3×
- Environmental Science 0.3×
- Pharmacology, Toxicology and Pharmaceutics 0.2×
- Immunology and Microbiology 0.2×
- Agricultural and Biological Sciences 0.1×
- Energy 0.1×
- Chemistry 0.0×
- Dentistry 0.0×
- Chemical Engineering 0.0×
Who are the top researchers at IMT School for Advanced Studies Lucca?
Ranked on the quality score, Guido Caldarelli, Alessandro Bessi and Alberto Bemporad lead among researchers whose main affiliation is IMT School for Advanced Studies Lucca.
- 1
Guido Caldarelli
Italy · #56,496 worldwide 23k citations · 448 works
- 2
Alessandro Bessi
Italy · #125,484 worldwide 7k citations · 41 works
- 3
Alberto Bemporad
Italy · #135,076 worldwide 33k citations · 592 works
- 4
Michela Del Vicario
Italy · #169,915 worldwide 5.7k citations · 31 works
- 5
Tiziano Squartini
Italy · #245,242 worldwide 2.7k citations · 161 works
- 6
Folco Panizza
Italy · #289,748 worldwide 569 citations · 77 works
- 7
Fabio Pinelli
Italy · #402,932 worldwide 3k citations · 89 works
- 8
Massimo Riccaboni
Italy · #434,951 worldwide 7.3k citations · 310 works
- 9
Daniele Bernardini
Italy · #479,375 worldwide 3.2k citations · 68 works
- 10
Michelangelo Puliga
Italy · #485,168 worldwide 2.1k citations · 55 works
Which keywords describe research at IMT School for Advanced Studies Lucca?
By fractional works in 2022-now, weighted toward what it does more of than the world: Machine Learning, Deep Learning, Nonlinear Systems, Neural Networks, Distributed Control, IoT Security, Stability Analysis and Robust Control.
- Dynamic Analysis
- Parameter Estimation
- Distributed Systems
- Neuronal Oscillations
- Social Influence
- Agent-Based Modeling
- Network Dynamics
- Behavioral Analysis
- Game Theory
- Anomaly Detection
- Detection
- Nonlinear MPC
- Real-time Optimization
- Model Predictive Control
- Stability Analysis
- IoT Security
- Social Capital
- Innovation
- Social Media
- Deep Learning
- Machine Learning
- Neural Networks
- Security
- Nonlinear Systems
- Distributed Control
- Optimization
- Robust Control
- Constraint Handling
- Industrial Applications
- Cybersecurity
- Polarization
- Trust
- Security Analysis
- Social Networks
- Social Cognition
- Neural Mechanisms
- State Estimation
- Circadian Rhythms
- Model Selection
- Convex Optimization
Size is fractional works in 2022-now 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
- Machine Learning57▲ 2.9×56 topics
- Deep Learning49▲ 2.4×52 topics
- Neural Networks23▲ 2.6×27 topics
- Social Media18▲ 2.2×14 topics
- Security16▲ 4.2×16 topics
- Innovation16▲ 2.6×19 topics
- Nonlinear Systems15▲ 12×6 topics
- Social Capital14▲ 4.6×11 topics
- Distributed Control13▲ 21×3 topics
- IoT Security13▲ 7.2×3 topics
- Optimization13▲ 4.9×6 topics
- Stability Analysis12▲ 13×3 topics
- Robust Control12▲ 28×2 topics
- Model Predictive Control12▲ 8.0×4 topics
- Constraint Handling12▲ 25×2 topics
- Real-time Optimization11▲ 39×2 topics
- Industrial Applications11▲ 21×1 topic
- Nonlinear MPC11▲ 42×1 topic
- Cybersecurity11▲ 7.3×3 topics
- Detection11▲ 6.5×3 topics
- Polarization10▲ 11×2 topics
- Anomaly Detection10▲ 6.1×3 topics
- Trust9▲ 5.8×9 topics
- Game Theory9▲ 9.4×3 topics
- Security Analysis9▲ 9.3×4 topics
- Behavioral Analysis9▲ 14×2 topics
- Social Networks9▲ 5.6×7 topics
- Network Dynamics9▲ 16×3 topics
- Social Cognition9▲ 8.2×6 topics
- Agent-Based Modeling8▲ 11×6 topics
- Neural Mechanisms8▲ 14×4 topics
- Social Influence8▲ 6.7×2 topics
- State Estimation7▲ 28×2 topics
- Neuronal Oscillations7▲ 16×2 topics
- Circadian Rhythms7▲ 11×2 topics
- Distributed Systems7▲ 7.0×5 topics
- Model Selection7▲ 14×3 topics
- Parameter Estimation7▲ 9.2×4 topics
- Convex Optimization7▲ 14×5 topics
- Dynamic Analysis6▲ 9.2×2 topics
Which research topics does IMT School for Advanced Studies Lucca publish most on?
By volume in 2022-now: Advanced Control Systems Optimization, Advanced Malware Detection Techniques, Misinformation and Its Impacts and Fault Detection and Control Systems.
Area is fractional works; colour is the subfield each topic belongs to.
- 1 Advanced Control Systems Optimization Control and Systems Engineering 11 works
- 2 Advanced Malware Detection Techniques Signal Processing 6 works
- 3 Misinformation and Its Impacts Sociology and Political Science 6 works
- 4 Fault Detection and Control Systems Control and Systems Engineering 6 works
- 5 Control Systems and Identification Control and Systems Engineering 6 works
- 6 Network Security and Intrusion Detection Computer Networks and Communications 5 works
- 7 Information and Cyber Security Information Systems 5 works
- 8 Sleep and Wakefulness Research Cognitive Neuroscience 5 works
- 9 Complex Network Analysis Techniques Statistical and Nonlinear Physics 4 works
- 10 Opinion Dynamics and Social Influence Statistical and Nonlinear Physics 4 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 IMT School for Advanced Studies Lucca's research output changed?
Output in 2022-2025 was 28% 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 IMT School for Advanced Studies Lucca as a percentage of every work published that year, 0.0021% in 2024.
Fractional works of IMT School for Advanced Studies Lucca over all fractional works that year. How the balance of science has shifted.
How much of it reaches the world top 10%
Year by year, against all institutions in the same year.
Of each year's output, the share that reached the world's 10% most cited for its field and year. Peak 20.1% in 2017.
Other research institutions in Lucca
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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