Manuel Dalcastagnè
PhD Student in Machine Learning and Optimization, member of the LIONlabRoom 222
Department of Information Engineering and Computer Science, University of Trento
Via Sommarive 14 - 38123 Trento, Italy
Short Bio
Currently a PhD student in machine learning and optimization at the University of Trento, Italy. Passionate about data science and artificial intelligence, with a focus on the importance of hyperparameter understanding and optimization to the performance of algorithms. Current research focuses on the application of simulation-based optimization techniques to revenue management problems.
Contact
| m.dalcastagne@unitn.it | |
| Address | LION1 (room 250), DISI - University of Trento / via Sommarive 14 / I-38123 Povo(Trento) / ITALY |
Research interests
- Simulation-based optimization
- Black-box optimization
- Hyperparameter optimization
- Machine learning
- Revenue Management
Publications
-
Andrea Mariello, Manuel Dalcastagnè, Mauro Brunato
HotelSimu: Simulation-based Optimization for Hotel Dynamic Pricing
(To appear) -
Manuel Dalcastagnè, Andrea Mariello, Mauro Brunato, Roberto Battiti
Reactive Sample Size for Heuristic Search in Simulation-based Optimization
(To appear) -
Manuel Dalcastagnè
Heuristic Search Strategies for Noisy Optimization
(To appear)
Teaching
- Teaching assistant for Introduction to Machine Learning (University of Trento, 2018/19 - 2019/20, Department of Mathematics)
- Teaching assistant for Intelligent Optimization for Data Science (University of Trento, 2018/19, Department of Information Engineering and Computer Science)
- Teaching assistant for Intelligent Optimization for Data Science (University of Trento, 2019/20, Department of Mathematics)
- Teaching assistant for Informatica (University of Trento, 2019/20, Department of Physics)
Projects
- HotelSimu, a simulator for hotel dynamic pricing
