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4 papers · 2 filters
PAC-Bayesian aggregation and multi-armed bandits
Jean-Yves Audibert
This habilitation thesis presents several contributions to (1) the PAC-Bayesian analysis of statistical learning, (2) the three aggregation problems: given d functions, how to pred…
Classification supervisée en grande dimension. Application à l'agrément de conduite automobile
Jean-Michel Poggi, Christine Tuleau
This work is motivated by a real work problem: objectivization. It consists in explaining the subjective drivability using physical criteria coming from signals measured during exp…
Quantitative Genetics and Functional-Structural Plant Growth Models: Simulation of Quantitative Trait Loci Detection for Model Parameters and Application to Potential Yield Optimization
Veronique Letort, Paul Mahe, Paul-Henry Cournède +2
Background and Aims: Prediction of phenotypic traits from new genotypes under untested environmental conditions is crucial to build simulations of breeding strategies to improve ta…
Risk bounds for purely uniformly random forests
Robin Genuer
Random forests, introduced by Leo Breiman in 2001, are a very effective statistical method. The complex mechanism of the method makes theoretical analysis difficult. Therefore, a s…