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math.ST2013★ 261 cited
Geometric median and robust estimation in Banach spaces
Stanislav Minsker
In many real-world applications, collected data are contaminated by noise with heavy-tailed distribution and might contain outliers of large magnitude. In this situation, it is nec…
math.ST2013
-Penalization in Functional Linear Regression with Subgaussian Design
Vladimir Koltchinskii, Stanislav Minsker
We study functional regression with random subgaussian design and real-valued response. The focus is on the problems in which the regression function can be well approximated by a…