51 citations · 141 across the 20 of their papers we have counts for
3 papers · 1 filter
Bayesian hierarchical models for the prediction of the driver flow and passenger waiting times in a stochastic carpooling service
Panayotis Papoutsis, Bertrand Michel, Anne Philippe +1
Carpooling is an integral component in smart carbon-neutral cities, in particular to facilitate homework commuting. We study an innovative carpooling service developed by the start…
On particle filters applied to electricity load forecasting
Tristan Launay, Anne Philippe, Sophie Lamarche
We are interested in the online prediction of the electricity load, within the Bayesian framework of dynamic models. We offer a review of sequential Monte Carlo methods, and provid…
Construction of an informative hierarchical prior for a small sample with the help of historical data and application to electricity load forecasting
Tristan Launay, Anne Philippe, Sophie Lamarche
We are interested in the estimation and prediction of a parametric model on a short dataset upon which it is expected to overfit and perform badly. To overcome the lack of data (re…