Search Results for author: Vân Anh Huynh-Thu

Found 3 papers, 2 papers with code

Knowledge-Guided Additive Modeling For Supervised Regression

1 code implementation5 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.

regression

Optimizing model-agnostic Random Subspace ensembles

1 code implementation7 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.

Feature Importance feature selection

Context-dependent feature analysis with random forests

no code implementations12 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.

feature selection

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