1 code implementation • 5 Jul 2023 • Yann Claes, Vân Anh Huynh-Thu, Pierre Geurts
Learning processes by exploiting restricted domain knowledge is an important task across a plethora of scientific areas, with more and more hybrid methods combining data-driven and model-based approaches.
1 code implementation • 7 Sep 2021 • Vân Anh Huynh-Thu, Pierre Geurts
The degree of randomization in our parametric Random Subspace is thus automatically tuned through the optimization of the feature selection probabilities.
no code implementations • 12 May 2016 • Antonio Sutera, Gilles Louppe, Vân Anh Huynh-Thu, Louis Wehenkel, Pierre Geurts
In many cases, feature selection is often more complicated than identifying a single subset of input variables that would together explain the output.