Presents five essays by leaders in the field, drawing from perspectives in physics, statistics and genetics, and showing how different aspects of MCMC come to the fore in different contexts. These essays derive from tutorial lectures at an interdisciplinary program at the Institute for Mathematical Sciences, Singapore.