crossrefInformation2026-01-08
Uncertainty-Aware Machine Learning for NBA Forecasting in Digital Betting Markets
Matteo Montrucchio, Enrico Barbierato, Alice Gatti
This study introduces a fully uncertainty-aware forecasting framework for NBA games that integrates team-level performance metrics, rolling-form indicators, and spatial shot-chart embeddings. The predictive backbone is a recurrent neural network equipped with Monte Carlo dropout,…