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Monte Carlo Methods - 9789811329708

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Item specifics

Condition
Brand New: A new, unread, unused book in perfect condition with no missing or damaged pages. See the ...
Book Title
Monte Carlo Methods
ISBN
9789811329708
Publication Year
2020
Type
Textbook
Format
Hardcover
Language
English
Publication Name
Monte Carlo Methods
Item Height
240mm
Author
Song-Chun Zhu, Adrian Barbu
Publisher
Springer Verlag, Singapore
Item Width
168mm
Subject
Computer Science, Mathematics
Item Weight
1036g
Number of Pages
422 Pages

About this product

Product Information

This book seeks to bridge the gap between statistics and computer science. It provides an overview of Monte Carlo methods, including Sequential Monte Carlo, Markov Chain Monte Carlo, Metropolis-Hastings, Gibbs Sampler, Cluster Sampling, Data Driven MCMC, Stochastic Gradient descent, Langevin Monte Carlo, Hamiltonian Monte Carlo, and energy landscape mapping. Due to its comprehensive nature, the book is suitable for developing and teaching graduate courses on Monte Carlo methods. To facilitate learning, each chapter includes several representative application examples from various fields. The book pursues two main goals: (1) It introduces researchers to applying Monte Carlo methods to broader problems in areas such as Computer Vision, Computer Graphics, Machine Learning, Robotics, Artificial Intelligence, etc.; and (2) it makes it easier for scientists and engineers working in these areas to employ Monte Carlo methods to enhance their research.

Product Identifiers

Publisher
Springer Verlag, Singapore
ISBN-13
9789811329708
eBay Product ID (ePID)
24046655818

Product Key Features

Author
Song-Chun Zhu, Adrian Barbu
Publication Name
Monte Carlo Methods
Format
Hardcover
Language
English
Subject
Computer Science, Mathematics
Publication Year
2020
Type
Textbook
Number of Pages
422 Pages

Dimensions

Item Height
240mm
Item Width
168mm
Item Weight
1036g

Additional Product Features

Title_Author
Adrian Barbu, Song-Chun Zhu
Country/Region of Manufacture
Singapore

Item description from the seller

Business seller information

Value Added Tax Number:
  • GB 976952259
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