Christian Napoli
Christian Napoli is Associate Professor with the Department of Computer, Control, and Management Engineering "Antonio Ruberti", Sapienza University of Rome, since 2019, as well as Scientific Director and co-founder (2015) of the International School of Advanced and Applied Computing (ISAAC), and associate researcher to the Institute of Systems Analysis and Informatics (IASI) of the National Research Council (CNR) since 2022.
He received the B.Sc. degree in Physics from the Department of Physics and Astronomy, University of Catania, in 2010, where he also got the M.Sc. degree in Astrophysics in 2012 and the Ph.D. in Computer Science in 2016 at the Department of Mathematics and Computer Science, he obtained the National Scientific Abilitation as associate professor in Computer Engineering (2017) and computer science (2019).
Christian Napoli has been Research Associate with the Department of Mathematics and Computer Science, University of Catania, from 2018 to 2019, while, previously, Research Fellow and Adjunct Professor with the same department from 2015 to 2018. He has been a Student Research Fellow with the Department of Electrical, Electronics, and Informatics Engineering, University of Catania, from 2009 to 2016, a collaborator of the Astrophysical Observatory of Catania and the National Institute for Nuclear Physics, since 2010.
He has been several time Invited Professor at the Silesian University of Technology, Visiting Academic at the New York University, and responsible of more than 25 institutional topics from 2011 until now for Undegraduate, Graduate and PhD students in Computer Science, Computer Engineering and Electronics Engineering. His teaching activity focused on Artificial Intelligence, Neural Networks, Machine Learning, Computing Systems, Computer Architectures, Distributed Systems, and High Performance Computing.
He is involved in several international research projects, serves as reviewer and member of the board program committee for major international journals and international conferences.
His current research interests include neural networks, artificial intelligence, computational models, and high performance computing.
Here several thesis proposals: https://cnapoli.diag.uniroma1.it/teaching/thesis
Professore Associato presso il Dipartimento di Ingegneria Informatica, Controllo e Gestionale "Antonio Ruberti" dell’Università degli Studi di Roma “La Sapienza”, Associato dell'Istituto di Analisi dei Sistemi ed Informatica (IASI) del Consiglio Nazionale delle Ricerche (CNR), Direttore Scientifico e co-fondatore (2015) della Scuola Internazionale di Calcolo Avanzato e Applicato (ISAAC), Chairman del Sustainability Workgroup dell’associazione Informatics Europe.
Laurea in Fisica presso il Dipartimento di Fisica e Astronomia, Università degli Studi di Catania, nel 2010, Laurea Magistrale in Astrofisica, nel 2012, stesso dipartimento, dottorato di ricerca in Informatica, nel 2016, conseguito presso il Dipartimento di Matematica e Informatica. Abilitazione Scientifica Nazionale come professore associato in Ingegneria Informatica (2017) e informatica (2019).
Precedentemente Ricercatore a tempo Determinato (tipo A) presso il Dipartimento di Matematica e Informatica, Università di Catania, dal 2018 al 2019, già Assegnista di Ricerca e Professore a Contratto nello stesso Dipartimento dal 2015 al 2018. Collaboratore di Ricerca del Dipartimento di Ingegneria Elettrica, Elettronica e Informatica, Università di Catania, dal 2009 al 2016, collaboratore dell'Osservatorio Astrofisico di Catania e dell'Istituto Nazionale di Fisica Nucleare, dal 2010.
Diverse volte Professore invitato presso la Czestochowa University of Technology e la Silesian University of Technology, Visiting Academic presso la New York University, e responsabile di oltre 30 corsi istituzionali dal 2011 ad oggi nei corsi di laurea, laurea magistrale e dottoranto in Informatica, Ingegneria Informatica e Ingegneria elettronica. L'attività didattica è incentrata su Intelligenza Artificiale, Reti Neurali, Machine Learning, Sistemi informatici, Architetture degli Elaboratori, Sistemi Operativi e distribuiti, Calcolo ad alte prestazioni.
Coinvolto in diversi progetti di ricerca internazionali, revisore, membro del comitato editoriale e/o scientifico le principali riviste e conferenze internazionali. Attuali interessi di ricerca riguardanti le reti neurali, l'intelligenza artificiale, i modelli computazionali ed il calcolo ad alte prestazioni.
Qui alcune proposte di tesi: https://cnapoli.diag.uniroma1.it/teaching/thesis
- Machine learning
- dynamical systems simulations
- robotics and sensing
- Neural architectures
- modeling
- decision support,
- classification
- predictive analytics
- Image processing
- computer vision
- object recognition
- features classification
- visual perception
- Data analysis
- noise reduction
- time-frequency analysis
- multivariate decomposition
- GPU computing
- Parallel computing
- Multicore architectures
- Cloud Computing
- Distributed Systems
- Human-Computer Interaction
- cognitive analysis
- brain and neural models
Invited speaker to the 21st International Conference on Artificial Intelligence and Soft Computing with a talk entitled ``Artificial Intelligence for healthcare, neuropsychology and social inclusions: actual challenges and future perspectives in Europe"
Invited speaker to the International Summer School Advances in Artificial Intelligence with a talk entitled ``Computer Science and Sustainability: actual challenges, future perspectives and the contribution of Informatics Europe"
{Best Paper Award for the work presented at the 21st International Conference on Artificial Intelligence and Soft Computing with a talk entitled `Unsupervised Pose Estimation by means of an innovative Vision Transformer"
Pro-quality grant for publication issued TOP1 and TOP10 journals as part of the Excellence Initiative for the paper ``An entropy evaluation algorithm to improve transmission efficiency of compressed data in pervasive healthcare mobile sensor networks"
Pro-quality grant for publication issued TOP1 and TOP10 journals as part of the Excellence Initiative for the paper ``Small Lung Nodules Detection based on Fuzzy-Logic and Probabilistic Neural Network with Bio-inspired Reinforcement Learning"
Best Paper Award for the work presented at Symposium for Young Scientists in Technology, Engineering and Mathematics (SYSTEM 2019)
Analysis and Modelling of Metabolic Systems
Anticipation and Forecasting
Artificial Intelligence and Robotics
Attention
Auditory Perception
Big Data
Cognitive Human-Robot Interaction
Data Science
High Performance Computing
Human-Robot Interaction
Hybrid Systems
Modeling
Multi-core Programming
Neural Networks and Support Vector Machines
Parallel and Distributed Computing Platforms
Pattern Recognition
Robot Perception
Social Networks
Social Robotics
Vision-based Control
Membro di
Awards
Ultime pubblicazioni
| Analyzing EEG patterns in young adults exposed to different acrophobia levels: a VR study in FRONTIERS IN HUMAN NEUROSCIENCE | 2024 |
| Convolutional neural network model for intestinal metaplasia recognition in gastric corpus using endoscopic image patches in DIAGNOSTICS | 2024 |
| Cross-Domain machine learning approaches using hyperspectral imaging for plastics litter detection in 2024 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS) | 2024 |
| Exploiting Robots as Healthcare Resources for Epidemics Management and Support Caregivers in CEUR Workshop Proceedings | 2024 |
| GAS TURBINE VIBRATION MONITORING BASED ON REAL DATA AND NEURO-FUZZY SYSTEM in DIAGNOSTYKA | 2024 |
| Learning visual stimulus-evoked EEG manifold for neural image classification in NEUROCOMPUTING | 2024 |
| Real-Time Synchronisation of Multiple Fractional-Order Chaotic Systems: An Application Study in Secure Communication in FRACTAL AND FRACTIONAL | 2024 |