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نویسندهالهام‌گیری

Markov Chain Monte Carlo simulations and their statistical analysis : with Web-based Fortran code

/ Bernd A. Berg

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تحویل فوری
پرداخت امن
ضمانت فایل
پشتیبانی

مشخصات کتاب

نویسنده
/ Bernd A. Berg
سال انتشار
۲۰۰۴
فرمت
PDF
زبان
انگلیسی
حجم فایل
۱۵٫۵ مگابایت
شابک
9789812389350، 9789812703637، 9812389350، 9812703632

دربارهٔ کتاب

This is a great book with powerful program libraries. Ideal for graduate students who do Monte Carlo simulations. This book teaches modern Markov chain Monte Carlo (MC) simulation techniques step by step. The material should be accessible to advanced undergraduate students and is suitable for a course. It ranges from elementary statistics concepts (the theory behind MC simulations), through conventional Metropolis and heat bath algorithms, autocorrelations and the analysis of the performance of MC algorithms, to advanced topics including the multicanonical approach, cluster algorithms and parallel computing. Therefore, it is also of interest to researchers in the field. The book relates the theory directly to Web-based computer code. This allows readers to get quickly started with their own simulations and to verify many numerical examples easily. The present code is in Fortran 77, for which compilers are freely available. The principles taught are important for users of other programming languages, like C or C++. "This book teaches modern Markov chain Monte Carlo (MC) simulation techniques step by step. The material should be accessible to advanced undergraduate students and is suitable for a course."--Page 4 of cover This chapter combines a treatment of basic statistical concepts with our numerical approach and a presentation of the structure of our Fortran code.

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