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