By Anirban DasGupta
This booklet offers a flexible and lucid remedy of vintage in addition to smooth likelihood idea, whereas integrating them with middle themes in statistical conception and likewise a few key instruments in computing device studying. it really is written in an exceptionally available variety, with problematic motivating discussions and diverse labored out examples and workouts. The ebook has 20 chapters on a variety of subject matters, 423 labored out examples, and 808 routines. it truly is distinctive in its unification of likelihood and data, its insurance and its awesome workout units, specified bibliography, and in its substantial therapy of many issues of present importance.
This booklet can be utilized as a textual content for a yr lengthy graduate path in facts, computing device technological know-how, or arithmetic, for self-study, and as a useful examine reference on probabiliity and its functions. really worthy stating are the remedies of distribution conception, asymptotics, simulation and Markov Chain Monte Carlo, Markov chains and martingales, Gaussian procedures, VC concept, chance metrics, huge deviations, bootstrap, the EM set of rules, self assurance periods, greatest probability and Bayes estimates, exponential households, kernels, and Hilbert areas, and a self contained whole evaluate of univariate probability.