Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: A factor graph EM algorithm for inference of kinetic microstates from
  patch clamp measurements   We derive a factor graph EM (FGEM) algorithm, a technique that permits
combined parameter estimation and statistical inference, to determine hidden
kinetic microstates from patch clamp measurements. Using the cystic fibrosis
transmembrane conductance regulator (CFTR) and nicotinic acetylcholine receptor
(nAChR) as examples, we perform {\em Monte Carlo} simulations to demonstrate
the performance of the algorithm. We show that the performance, measured in
terms of the probability of estimation error, approaches the theoretical
performance limit of maximum {\em a posteriori} estimation. Moreover, the
algorithm provides a reliability score for its estimates, and we demonstrate
that the score can be used to further improve the performance of estimation. We
use the algorithm to estimate hidden kinetic states in lab-obtained CFTR single
channel patch clamp traces.

28
The categories of this paper are: alg-geom
17
The categories of this paper are: q-fin
24
The categories of this paper are: dg-ga
12
The categories of this paper are: nucl-th
37
The categories of this paper are: supr-con
9
The categories of this paper are: nlin
31
The categories of this paper are: ao-sci
25
The categories of this paper are: patt-sol
18
The categories of this paper are: econ
4
The categories of this paper are: cond-mat
36
The categories of this paper are: cmp-lg
23
The categories of this paper are: solv-int
26
The categories of this paper are: bayes-an
7
The categories of this paper are: hep-th
29
The categories of this paper are: funct-an
30
The categories of this paper are: q-alg