Agenda
Machine Learning for Finance
Online workshop
The attendance is free. The workshop will be streamed via the Zoom platform. For receiving the meeting’s address, ID and passcode, it is necessary to communicate the email address of the attendee to the organizer prof. Marco Corazza corazza@unive.it. All the attendees are kindly asked to keep the microphone in off mode all presentation long.
Program:
9:50-10:00 Openings
10:00-10:30 Option hedging with risk averse Reinforcement Learning - E. Vittori, M. Trapletti, M. Restelli
10:30-11:00 Impact of market sentiment on stock return and volatility - G. Anese, M. Corazza, M. Costola, L. Pelizzon
11:00-11:30 A machine learning algorithm for stock picking built on information based outliers - E. Barucci, M. Bonollo, F. Poli, E. Rroji
11:30-11:45 Break
11:45-12:15 Short-term exuberance and long-term stability: A simultaneous optimisation of stock return predictions for short and long horizons - I. Kyriakou, P. Mousavi, J.P. Nielsen, M. Scholz
12:15-12:45 Revealing pairs-trading opportunities with Long Short-Term Memory Networks - A. Flori, D. Regoli
12:45-14:15 Break
14:15-14:45 A Machine Learning model for lapse prediction in life insurance contracts - M. Azzone, E. Barucci, G. Giuffra, D. Marazzina
14:45-15:15 Parsimonious yield curve models on the trial: An application to BRICs countries - Oleksandr Castello, M. Resta
15:15-15:45 Deep Learning from market data - G. Amici, M. Bianchetti, F. Brina, B. Lari, M. Mezzetti, A. Peroni, P. Rossi
15:45-16:00 Break
16:00-16:30 AlphaPortfolio: Single-step portfolio construction through Reinforcement Learning and economically interpretable AI - L. W. Cong, K. Tang
16:30-17:00: Dealing with transaction costs in portfolio optimization: Online gradient descent with momentum - E. Vittori, M. Bernasconi, F. Trovò, M. Restelli
17:00-17:30: Gender analysis and attention to gender: An experimental framework - G. di Tollo, J. Andria, S. Ghilardi
17:30-17:40 Closings
Lingua
L'evento si terrà in inglese
Organizzatore
Dipartimento di Economia (CVera)
Allegati
|
|
Program and abstracts of papers | 601 KB |
|
|
Poster | 1906 KB |