58 citations · 61 across the 5 of their papers we have counts for
Showing 2019Show all
3 papers · 1 filter
stat.ML2019
Data-driven confidence bands for distributed nonparametric regression
Valeriy Avanesov
Gaussian Process Regression and Kernel Ridge Regression are popular nonparametric regression approaches. Unfortunately, they suffer from high computational complexity rendering the…
stat.ML2019
How to gamble with non-stationary -armed bandits and have no regrets
Valeriy Avanesov
In -armed bandit problem an agent sequentially interacts with environment which yields a reward based on the vector input the agent provides. The agent's goal is to ma…
math.ST2019
Nonparametric Change Point Detection in Regression
Valeriy Avanesov
This paper considers the prominent problem of change-point detection in regression. The study suggests a novel testing procedure featuring a fully data-driven calibration scheme. T…