1 citations · 1 across the 4 of their papers we have counts for
5 papers
On k-nearest-neighbor regression in metric spaces
László Györfi, Vladimir G. Pestov, Harro Walk +1
We study mean squared consistency of k-nearest-neighbor regression for metric space valued features. For a fixed feature distribution mu with atomless distance distributions, we de…
On finite-dimensional encoding/decoding theorems for neural operators
Vinícius Luz Oliveira, Vladimir G. Pestov
Recently, versions of neural networks with infinite-dimensional affine operators inside the computational units (``neural operator'' networks) have been applied to learn solutions…
Universal consistency of the -NN rule in metric spaces and Nagata dimension. III
Vladimir G. Pestov
We establish the last missing link allowing to describe those complete separable metric spaces in which the nearest neighbour classifier is universally consistent, both in…
Amenability of finite energy path and loop groups
Vladimir G. Pestov
It is shown that the groups of finite energy (that is, Sobolev class ) paths and loops with values in a compact Lie group are amenable in the sense of Pierre de la Harpe, that…
Elementos da teoria de aprendizagem de máquina supervisionada
Vladimir G. Pestov
This is a set of lecture notes for an introductory course (advanced undergaduates or the 1st graduate course) on foundations of supervised machine learning (in Portuguese). The top…