Sparse classification boundaries

Yuri I. Ingster, Christophe Pouet, Alexandre B. Tsybakov

Given a training sample of size $m$ from a $d$-dimensional population, we wish to allocate a new observation $Z\in {\mathbb{R}}^d$ to this population or to the noise. We suppose that the dif…