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MCMC from Scratch: A Practical Introduction to Markov Chain Monte Carlo

Posted By: AvaxGenius
MCMC from Scratch: A Practical Introduction to Markov Chain Monte Carlo

MCMC from Scratch: A Practical Introduction to Markov Chain Monte Carlo by Masanori Hanada, So Matsuura
English | PDF,EPUB | 2022 | 198 Pages | ISBN : 9811927146 | 29.3 MB

This textbook explains the fundamentals of Markov Chain Monte Carlo (MCMC) without assuming advanced knowledge of mathematics and programming. MCMC is a powerful technique that can be used to integrate complicated functions or to handle complicated probability distributions. MCMC is frequently used in diverse fields where statistical methods are important – e.g. Bayesian statistics, quantum physics, machine learning, computer science, computational biology, and mathematical economics. This book aims to equip readers with a sound understanding of MCMC and enable them to write simulation codes by themselves.

Computational Methods in Transport: Verification and Validation (Repost)

Posted By: AvaxGenius
Computational Methods in Transport: Verification and Validation (Repost)

Computational Methods in Transport: Verification and Validation by Frank Graziani
English | PDF | 2008 | 336 Pages | ISBN : 3540773614 | 7 MB

The focus of this book deals with a cross cutting issue affecting all particle transport algorithms and applications; verification and validation (V&V). In other words, are the equations being solved correctly and are the correct equations being solved? Verification and validation assures a scientist, engineer or mathematician that a simulation code is a mirror of reality and not just an expensive computer game. In this book, we will learn what the astrophysicist, atmospheric scientist, mathematician or nuclear engineer do to assess the accuracy of their code.

Guide to Simulation-Based Disciplines: Advancing Our Computational Future

Posted By: AvaxGenius
Guide to Simulation-Based Disciplines: Advancing Our Computational Future

Guide to Simulation-Based Disciplines: Advancing Our Computational Future By Dr. Saurabh Mittal, Dr. Umut Durak, Dr. Tuncer Ören
English | EPUB | 2017 | 376 Pages | ISBN : 3319612638 | 5 MB

This invaluable text/reference reviews the state of the art in simulation-based approaches across a wide range of different disciplines, and provides evidence of using simulation-based approaches to advance these disciplines. Highlighting the benefits that simulation can bring to any field, the volume presents case studies by the leading experts from such diverse domains as the life sciences, engineering, architecture, arts, and social sciences.