Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Reply to "Comment on `Inference with minimal Gibbs free energy in
  information field theory'" by Iatsenko, Stefanovska and McClintock   We endorse the comment on our recent paper [En{\ss}lin and Weig, Phys. Rev. E
82, 051112 (2010)] by Iatsenko, Stefanovska and McClintock [Phys. Rev. E 85
033101 (2012)] and we try to clarify the origin of the apparent controversy on
two issues. The aim of the minimal Gibbs free energy approach to provide a
signal estimate is not affected by their Comment. However, if one wants to
extend the method to also infer the a posteriori signal uncertainty any
tempering of the posterior has to be undone at the end of the calculations, as
they correctly point out. Furthermore, a distinction is made here between
maximum entropy, the maximum entropy principle, and the so-called maximum
entropy method in imaging, hopefully clarifying further the second issue of
their Comment paper.

20
The categories of this paper are: acc-phys
13
The categories of this paper are: quant-ph
33
The categories of this paper are: plasm-ph
21
The categories of this paper are: adap-org
7
The categories of this paper are: hep-th
10
The categories of this paper are: q-bio
8
The categories of this paper are: hep-ex
26
The categories of this paper are: bayes-an
37
The categories of this paper are: supr-con
34
The categories of this paper are: chem-ph
14
The categories of this paper are: math-ph
18
The categories of this paper are: econ
3
The categories of this paper are: physics
27
The categories of this paper are: comp-gas
25
The categories of this paper are: patt-sol
9
The categories of this paper are: nlin