Monte Carlo Methods. (2020)

• Record Type: Book
• Further Information: Note: By Adrian Barbu, Song-Chun Zhu.
• Authors: Zhu, Song Chun
• Other Names: Barbu, Adrian
• Contents: 1 Introduction to Monte Carlo Methods -- 2 Sequential Monte Carlo -- 3 Markov Chain Monte Carlo -- the Basics -- 4 Metropolis Methods and Variants -- 5 Gibbs Sampler and its Variants -- 6 Cluster Sampling Methods -- 7 Convergence Analysis of MCMC -- 8 Data Driven Markov Chain Monte Carlo -- 9 Hamiltonian and Langevin Monte Carlo -- 10 Learning with Stochastic Gradient -- 11 Mapping the Energy Landscape.
• Publisher Details: Singapore : Springer Singapore Imprint: Springer
• Publication Date: 2020
• Extent: 1 online resource (XVI, 422 pages), 250 illustrations, 185 illustrations in color
• Subjects: 518; Computer science -- Mathematics; Mathematical statistics; Optical data processing; Statistics; Electronic books
• Languages: English
• ISBNs: 9789811329715; 9811329710
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.