15 citations · 24 across the 11 of their papers we have counts for
4 papers · 1 filter
Skew-adaptive conformal prediction
Paulo C. Marques F., Helton Graziadei
We develop a skew-adaptive extension of split conformal prediction for regression. The method starts from an asymmetric interval family centered at a point prediction and uses the…
Stacked conformal prediction
Paulo C. Marques F
We consider a method for conformalizing a stacked ensemble of predictive models, showing that the potentially simple form of the meta-learner at the top of the stack enables a proc…
Projected random forests and conformal prediction of circular data
Paulo C. Marques F., Rinaldo Artes, Helton Graziadei
We apply conformal prediction techniques to regression problems with circular responses, producing prediction sets with adaptive arc length and finite-sample coverage guarantees fo…
Confidence intervals for the random forest generalization error
Paulo C. Marques F
We show that the byproducts of the standard training process of a random forest yield not only the well known and almost computationally free out-of-bag point estimate of the model…