Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Variable selection with error control: Another look at Stability
  Selection   Stability Selection was recently introduced by Meinshausen and Buhlmann
(2010) as a very general technique designed to improve the performance of a
variable selection algorithm. It is based on aggregating the results of
applying a selection procedure to subsamples of the data. We introduce a
variant, called Complementary Pairs Stability Selection (CPSS), and derive
bounds both on the expected number of variables included by CPSS that have low
selection probability under the original procedure, and on the expected number
of high selection probability variables that are excluded. These results
require no (e.g. exchangeability) assumptions on the underlying model or on the
quality of the original selection procedure. Under reasonable shape
restrictions, the bounds can be further tightened, yielding improved error
control, and therefore increasing the applicability of the methodology.

28
The categories of this paper are: alg-geom
9
The categories of this paper are: nlin
36
The categories of this paper are: cmp-lg
18
The categories of this paper are: econ
4
The categories of this paper are: cond-mat
26
The categories of this paper are: bayes-an
22
The categories of this paper are: chao-dyn
8
The categories of this paper are: hep-ex
33
The categories of this paper are: plasm-ph
10
The categories of this paper are: q-bio
20
The categories of this paper are: acc-phys
13
The categories of this paper are: quant-ph
32
The categories of this paper are: atom-ph
1
The categories of this paper are: cs
21
The categories of this paper are: adap-org
34
The categories of this paper are: chem-ph