Probability, Stochastic Processes, and Queuing Theory: The Mathematics of Computer Performance Modelling
暫譯: 機率、隨機過程與排隊理論:計算機性能建模的數學
Randolph Nelson
- 出版商: Demos Medical Publis
- 售價: $1,000
- 語言: 英文
- 頁數: 583
- 裝訂: Hardcover
- ISBN: 0387944524
- ISBN-13: 9780387944524
已絕版
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相關主題
商品描述
This textbook provides a comprehensive introduction to
probability and stochastic processes, and shows how these subjects may be
applied in computer performance modeling. The author's aim is to derive
probability theory in a way that highlights the complementary nature of its
formal, intuitive, and applicative aspects while illustrating how the theory is
applied in a variety of settings.
Readers are assumed to be familiar with
elementary linear algebra and calculus, including being conversant with limits,
but otherwise, this book provides a self-contained approach suitable for
graduate or advanced undergraduate students.
TABLE OF CONTENTS
Introduction * Randomness and Probability * Combinatorics * Random Variables and Distributions * Expectation and Fundamental Theorems * The Poisson Process and Renewal Theory * The M/G/1 Queue * Markov Processes * Matrix Geometric Solutions * Queueing Networks * Epilogue and Special Topics
商品描述(中文翻譯)
這本教科書提供了對機率與隨機過程的全面介紹,並展示了這些主題如何應用於計算機性能建模。作者的目標是以一種突顯其形式、直觀和應用方面互補性的方法推導機率理論,同時說明該理論如何在各種環境中應用。讀者應該熟悉基礎的線性代數和微積分,包括對極限的了解,但本書提供了一種自成體系的方法,適合研究生或高年級本科生。
目錄
引言 * 隨機性與機率 * 組合數學 * 隨機變數與分佈 * 期望值與基本定理 * 泊松過程與更新理論 * M/G/1 排隊 * 馬可夫過程 * 矩陣幾何解 * 排隊網絡 * 結語與特別主題
