377 citations · 724 across the 41 of their papers we have counts for
3 papers · 1 filter
On the contribution of pre-trained models to accuracy and utility in modeling distributed energy resources
Hussain Kazmi, Pierre Pinson
Despite their growing popularity, data-driven models of real-world dynamical systems require lots of data. However, due to sensing limitations as well as privacy concerns, this dat…
Online Decision Making for Trading Wind Energy
Miguel Angel Muñoz, Pierre Pinson, Jalal Kazempour
We propose and develop a new algorithm for trading wind energy in electricity markets, within an online learning and optimization framework. In particular, we combine a component-w…
A Critical Overview of Privacy-Preserving Approaches for Collaborative Forecasting
Carla Gonçalves, Ricardo J. Bessa, Pierre Pinson
Cooperation between different data owners may lead to an improvement in forecast quality - for instance by benefiting from spatial-temporal dependencies in geographically distribut…