Sampling-based computational methods have become a fundamental
part of the numerical toolset of practitioners and researchers
across an enormous number of different applied domains and academic
disciplines. This book provides a broad treatment of such
sampling-based methods, as well as accompanying mathematical
analysis of the convergence properties of the methods discussed.
The reach of the ideas is illustrated by discussing a wide range of
applications and the models that have found wide usage. The first
half of the book focuses on general methods; the second half
discusses model-specific algorithms. Exercises and illustrations
are included.
General
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