Essentials of Monte Carlo Simulation: Statistical Methods for Building Simulation Models
暫譯: 蒙地卡羅模擬精要:建立模擬模型的統計方法
Nick T. T. Thomopoulos
- 出版商: Springer
- 出版日期: 2015-01-28
- 售價: $6,930
- 貴賓價: 9.5 折 $6,584
- 語言: 英文
- 頁數: 192
- 裝訂: Paperback
- ISBN: 1489986081
- ISBN-13: 9781489986085
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商品描述
Essentials of Monte Carlo Simulation focuses on the fundamentals of Monte Carlo methods using basic computer simulation techniques. The theories presented in this text deal with systems that are too complex to solve analytically. As a result, readers are given a system of interest and constructs using computer code, as well as algorithmic models to emulate how the system works internally. After the models are run several times, in a random sample way, the data for each output variable(s) of interest is analyzed by ordinary statistical methods. This book features 11 comprehensive chapters, and discusses such key topics as random number generators, multivariate random variates, and continuous random variates. Over 100 numerical examples are presented as part of the appendix to illustrate useful real world applications. The text also contains an easy to read presentation with minimal use of difficult mathematical concepts. Very little has been published in the area of computer Monte Carlo simulation methods, and this book will appeal to students and researchers in the fields of Mathematics and Statistics.
商品描述(中文翻譯)
《蒙地卡羅模擬基礎》專注於使用基本電腦模擬技術的蒙地卡羅方法的基本原理。本書中所呈現的理論處理的是過於複雜而無法進行解析解的系統。因此,讀者將獲得一個感興趣的系統,並使用電腦程式碼構建模型,以及算法模型來模擬系統的內部運作。在模型進行多次隨機抽樣運行後,將通過普通統計方法分析每個感興趣的輸出變數的數據。本書包含11個全面的章節,討論了隨機數生成器、多變量隨機變量和連續隨機變量等關鍵主題。附錄中提供了超過100個數值範例,以說明有用的現實應用。本書的文本也包含易於閱讀的呈現,並且對困難數學概念的使用非常有限。在電腦蒙地卡羅模擬方法領域,發表的文獻非常少,因此本書將吸引數學和統計學領域的學生和研究人員。