The exponential increase in the use of MCMC methods and the corre- sponding applications in domains of even higher complexity have caused a growing concern about the available convergence assessment methods and the realization that some of these methods were not reliable enough for all-purpose analyses. Some researchers have mainly focussed on the con- vergence to stationarity and the estimation of rates of convergence, in rela- tion with the eigenvalues...