Our aim is to give a self-contained review of recent advances in the a
nalytic description of the deconfinement transition and determination
of the deconfinement temperature in lattice QCD at large N. We also in
clude some new results, as for instance in the comparison of the analy
tic results with Monte Carlo simulations. We first review the general
set-up of finite temperature lattice gauge theories, using asymmetric
lattices, and develop a consistent perturbative expansion in the coupl
ing beta(s) of the spacelike plaquettes. We study in detail the effect
ive models for the Polyakov loop obtained, in the zeroth order approxi
mation in beta(s),, both from the Wilson action (symmetric lattice) an
d from the heat kernel action (completely asymmetric lattice). The dis
tinctive feature of the heat kernel model is its relation with two-dim
ensional QCD on a cylinder; the Wilson model, on the other hand, can b
e exactly reduced to a twisted one-plaquette model via a procedure of
the Eguchi-Kawai type. In the weak coupling regime both models can be
related to exactly solvable Kazakov-Migdal matrix models. The instabil
ity of the weak coupling solution is due in both cases to a condensati
on of instantons; in the heat kernel case, this is directly related to
the Douglas-Kazakov transition of QCD2. A detailed analysis of these
results provides rather accurate predictions of the deconfinement temp
erature. In spite of the zeroth order approximation they are in good a
greement with the Monte Carlo simulations in 2 + 1 dimensions, while i
n 3 + 1 dimensions they only agree with the Monte Carlo results away f
rom the continuum limit.