-On the other hand, we are interested in the development of new pragmatic slice sampling methods. By mimicking previously underexplored ideal slice samplers (such as *polar slice sampling*), we hope to devise new MCMC methods that, at least in certain types of settings, outperform all existing ones. This in turn necessitates some theoretical work, because for pragmatic slice samplers merely proving their asymptotic convergence already poses a significant challenge. However, most of the work in this area consists of numerical experiments, because (in light of their being so difficult to formally analyze) pragmatic slice samplers are mostly evaluated based on their empirical performance, both in synthetic settings and in real world applications.
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