Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Construction of 'Support Vector' Machine Feature Spaces via Deformed
  Weyl-Heisenberg Algebra   This paper uses deformed coherent states, based on a deformed Weyl-Heisenberg
algebra that unifies the well-known SU(2), Weyl-Heisenberg, and SU(1,1) groups,
through a common parameter. We show that deformed coherent states provide the
theoretical foundation of a meta-kernel function, that is a kernel which in
turn defines kernel functions. Kernel functions drive developments in the field
of machine learning and the meta-kernel function presented in this paper opens
new theoretical avenues for the definition and exploration of kernel functions.
The meta-kernel function applies associated revolution surfaces as feature
spaces identified with non-linear coherent states. An empirical investigation
compares the deformed SU(2) and SU(1,1) kernels derived from the meta-kernel
which shows performance similar to the Radial Basis kernel, and offers new
insights (based on the deformed Weyl-Heisenberg algebra).

8
The categories of this paper are: hep-ex
15
The categories of this paper are: nucl-ex
14
The categories of this paper are: math-ph
7
The categories of this paper are: hep-th
20
The categories of this paper are: acc-phys
26
The categories of this paper are: bayes-an
29
The categories of this paper are: funct-an
34
The categories of this paper are: chem-ph
5
The categories of this paper are: gr-qc
22
The categories of this paper are: chao-dyn
36
The categories of this paper are: cmp-lg
23
The categories of this paper are: solv-int
9
The categories of this paper are: nlin
0
The categories of this paper are: hep-ph
18
The categories of this paper are: econ
31
The categories of this paper are: ao-sci