| Topic | Research area |
|---|---|
| Active learning | Intelligenza Artificiale Machine learning |
| Intelligent agents | Intelligenza Artificiale Distributed artificial intelligence |
| Homological algebra | Algebra, Geometria e Logica Matematica Category theory; homological algebra |
| Data intensive scalable computing | Sistemi informativi ed analisi dei dati Information systems applications |
| Rings and algebras arising under various constructions | Algebra, Geometria e Logica Matematica Associative rings and algebras |
| Unsupervised learning | Intelligenza Artificiale Machine learning |
| Supervised learning | Intelligenza Artificiale Machine learning |
| Algorithmic bioinformatics | Bioinformatica e informatica medica Life and medical sciences |
| Computational Biology | Sistemi informativi ed analisi dei dati Computational Biology |
| Blockchain and smart contracts | Ingegneria del Software e Verifica Formale Software creation and management |
| BPMN Systems in Medicine | Sistemi informativi ed analisi dei dati Information systems applications |
| Abelian categories | Algebra, Geometria e Logica Matematica Category theory; homological algebra |
| Triangulated categories | Algebra, Geometria e Logica Matematica Category theory; homological algebra |
| Temporal data mining | Sistemi informativi ed analisi dei dati Data Mining |
| Deep learning | Intelligenza Artificiale Machine learning |
| Quantum fluids, vortex dynamics, sound and Kelvin waves | Algebra, Geometria e Logica Matematica Methods of Riemannian geometry, including PDE methods; curvature restrictions |
| Nonholonomic dynamcis | Metodi e modelli matematici Finite-dimensional Hamiltonian, Lagrangian, contact, and nonholonomic systems |
| Partial differential equations of elliptic type | Metodi e modelli matematici Elliptic equations and elliptic systems |
| Stochastic partial differential equations and their applications | Metodi e modelli matematici Stochastic analysis |
| Elliptic equations and elliptic systems | Metodi e modelli matematici Partial Differential Equations |
| Mean field games and applications | Metodi quantitativi per l’economia Game theory, economics, social and behavioral sciences |
| Exponential integrators and approximation of matrix functions | Metodi e modelli matematici Numerical analysis |
| JEL C02 - Mathematical Methods | Mathematical and Quantitative Methods |
| JEL C12 - Hypothesis Testing: General | Metodi quantitativi per l’economia Econometric and Statistical Methods and Methodology: General |
| JEL C13 - Estimation: General | Metodi quantitativi per l’economia Econometric and Statistical Methods and Methodology: General |
| JEL C14 - Semiparametric and Nonparametric Methods: General | Metodi quantitativi per l’economia Econometric and Statistical Methods and Methodology: General |
| JEL C51 - Model Construction and Estimation | Metodi quantitativi per l’economia Econometric Modeling |
| JEL C52 - Model Evaluation, Validation, and Selection | Metodi quantitativi per l’economia Econometric Modeling |
| JEL C58 - Financial Econometrics | Metodi quantitativi per l’economia Econometric Modeling |
| JEL C61 - Optimization Techniques; Programming Models; Dynamic Analysis | Metodi quantitativi per l’economia Mathematical Methods; Programming Models; Mathematical and Simulation Modeling |
| Numerical methods and models for multi-scale systems of interacting particles | Metodi e modelli matematici Numerical analysis |
| Machine learning on spatial data | Sistemi informativi ed analisi dei dati Information systems applications |
| Temporal BPMN Models | Sistemi informativi ed analisi dei dati Data management systems |
| Modules, bimodules and ideals | Algebra, Geometria e Logica Matematica Associative rings and algebras |
| Stochastic data-driven forecasting | Sistemi informativi ed analisi dei dati Stochastic Differential Equations |
| Variational principles of physics | Metodi e modelli matematici Calculus of variations and optimal control; optimization |
| Variational problems in a geometric measure-theoretic setting | Metodi e modelli matematici Manifolds |
| Problem solving in the context of artificial intelligence | Metodi e modelli matematici Stochastic analysis |
| Progettazione di sistemi embedded e IoT |
Sistemi Ciberfisici e IoT
Sistemi fisici e ciberfisici |
| Purity in representation theory | Algebra, Geometria e Logica Matematica Associative rings and algebras |
| Geometric quantization | Algebra, Geometria e Logica Matematica Methods of Riemannian geometry, including PDE methods; curvature restrictions |
| Temporal reasoning | Intelligenza Artificiale Knowledge representation and reasoning |
| Sistemi di raccomandazione | Sistemi informativi ed analisi dei dati Information systems applications |
| Sistemi embedded di rete |
Sistemi Ciberfisici e IoT
Sistemi fisici e ciberfisici |
| Finite dimensional Hamiltonian and non-Hamiltonian integrable systems | Metodi e modelli matematici Finite-dimensional Hamiltonian, Lagrangian, contact, and nonholonomic systems |
| Multi agent systems | Intelligenza Artificiale Distributed artificial intelligence |
| Large scale interacting random systems | Metodi e modelli matematici Stochastic analysis |
| Numerical solution of partial differential equations | Metodi e modelli matematici Numerical analysis |
| Representation theory of algebras | Algebra, Geometria e Logica Matematica Associative rings and algebras |
| Geometric measure and integration theory, integral and normal currents in optimization | Metodi e modelli matematici Manifolds |
| Silting and tilting theory | Algebra, Geometria e Logica Matematica Category theory; homological algebra |
| Optimal Transport | Metodi e modelli matematici Manifolds |
| Verifica di sistemi embedded |
Sistemi Ciberfisici e IoT
Sistemi fisici e ciberfisici |
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