112 citations · 161 across the 7 of their papers we have counts for
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A fully data-driven method for estimating density level sets
A. Rodríguez-Casal, P. Saavedra-Nieves
Density level sets can be estimated using plug-in methods, excess mass algorithms or a hybrid of the two previous methodologies. The plug-in algorithms are based on replacing the u…
A fully data-driven method for estimating the shape of a point cloud
Alberto Rodríguez-Casal, Paula Saavedra-Nieves
Given a random sample of points from some unknown distribution, we propose a new data-driven method for estimating its probability support . Under the mild assumption that i…
A comparative simulation study of data-driven methods for estimating density level sets
Paula Saavedra-Nieves, Wenceslao González-Manteiga, Alberto Rodríguez-Casal
Density level sets are mainly estimated using one of three methodologies: plug-in, excess mass, or a hybrid approach. The plug-in methods are based on replacing the unknown density…