30 citations · 34 across the 3 of their papers we have counts for
3 papers
stat.AP2016★ 30 cited
Statistical learning for wind power : a modeling and stability study towards forecasting
Aurélie Fischer, Lucie Montuelle, Mathilde Mougeot +1
We focus on wind power modeling using machine learning techniques. We show on real data provided by the wind energy company Ma{ï}a Eolis, that parametric models, even following clo…
math.ST2014
PAC-Bayesian aggregation of affine estimators
Lucie Montuelle, Erwan Le Pennec
Aggregating estimators using exponential weights depending on their risk appears optimal in expectation but not in probability. We use here a slight overpenalization to obtain orac…
math.ST2013★ 4 cited
Gaussian Mixture Regression model with logistic weights, a penalized maximum likelihood approach
Lucie Montuelle, Erwan Le Pennec, Serge Cohen
We wish to estimate conditional density using Gaussian Mixture Regression model with logistic weights and means depending on the covariate. We aim at selecting the number of compon…