157 citations · 446 across the 14 of their papers we have counts for
13 papers · 1 filter
Collective Outlier Detection and Enumeration with Conformalized Closed Testing
Chiara G. Magnani, Matteo Sesia, Aldo Solari
This paper develops a flexible distribution-free method for collective outlier detection and enumeration, designed for situations in which the presence of outliers can be detected…
Simultaneous directional inference
Ruth Heller, Aldo Solari
We consider the problem of inference on the signs of parameters. We aim to provide post-hoc confidence bounds on the number of positive and negative (or non-positive) p…
Flexible control of the median of the false discovery proportion
Jesse Hemerik, Aldo Solari, Jelle J Goeman
We introduce a multiple testing procedure that controls the median of the proportion of false discoveries (FDP) in a flexible way. The procedure only requires a vector of p-values…
On Selecting and Conditioning in Multiple Testing and Selective Inference
Jelle Goeman, Aldo Solari
We investigate a class of methods for selective inference that condition on a selection event. Such methods follow a two-stage process. First, a data-driven (sub)collection of hypo…
conformalInference.multi and conformalInference.fd: Twin Packages for Conformal Prediction
Paolo Vergottini, Matteo Fontana, Jacopo Diquigiovanni +2
Building on top of a regression model, Conformal Prediction methods produce distribution free prediction sets, requiring only i.i.d. data. While R packages implementing such method…
Multi Split Conformal Prediction
Aldo Solari, Vera Djordjilović
Split conformal prediction is a computationally efficient method for performing distribution-free predictive inference in regression. It involves, however, a one-time random split…