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Stochastic Modeling Analysis and Simulation

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ISBN-10: 0070462135

ISBN-13: 9780070462137

Edition: 1995

Authors: Barry L. Nelson

List price: $93.75
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Book details

List price: $93.75
Copyright year: 1995
Publisher: McGraw-Hill Higher Education
Binding: Hardcover
Pages: 416
Size: 6.75" wide x 9.75" long x 0.75" tall
Weight: 1.298
Language: English

Preface
Why Are We Here?
Sample Paths
The Case of the Copy Enlargement
Notation and Review
Sample-Path Decomposition
Simulating the Self-Service System
Simulating the Full-Service System
Discussion
Exercises
Basics
Probability
Random Variables
Joint Distributions
Expected Value
Conditional Probability
Limit Distributions
Statistics
Random-Variate Generation
The Case of the Copy Enlargement, Revisited
Fine Points
Exercises
Simulation
The Case of the Leaky Bit Bucket
Notation and Review
Stochastic Processes
Simulating the Leaky Bit Bucket
A Generic Stochastic-Process Model
Simulating the Copy Enlargement
Simulation Programming
Fine Points
Exercises
Arrival-Counting Processes
The Case of the Reckless Beehunter
Notation and Review
A Generic Arrival-Counting-Process Model
Simulating the Reckless Beehunter
The Poisson Arrival Process
Probability Structure of the Sample Paths
Parameterizing Poisson Processes
More about Poisson Arrival Processes
Decomposition of a Poisson Process
Superposition of Poisson Processes
Nonstationary Poisson Processes
The Case of the Meandering Message
Derivations
Memoryless Property
Independent-Increments and Stationary-Increments Properties
Decomposition Property
Superposition Property
Nonstationary Poisson Process
Results for the Renewal Arrival-Counting Process
The Case of the Perpetual Payoff
Derivations
Other Arrival-Counting Processes
Fine Points
Exercises
Discrete-Time Processes
The Case of the Random Behavior
Notation and Review
Simulating the Random Behavior
Markov Chains
Probability Structure of the Sample Paths
Parameterizing Markov Chains
Transition Diagrams
The Case of the Defective Detective
Time-Dependent Performance Measures
Examples
Derivations
Time-Independent (Long-Run) Performance Measures
Classification of States
Performance Measures
Examples
Derivations
The Markov and Stationarity Properties Revisited
Fine Points
Exercises
Continuous-Time Processes
The Case of the Software Sellout
Notation and Review
Markov Chain Review
Properties of the Exponential and Geometric Distributions
Simulating the Software Sellout
Sample Paths of the Software Sellout
Markov Processes
Probability Structure of a Markov Process
Parameterizing Markov Processes
Analysis of Markov Process Sample Paths
Performance Measures
Time-Dependent Performance Measures
Time-Dependent Example
Time-Independent (Long-Run) Performance Measures
Time-Independent Example
Derivations
The Case of the Stressed-Out Student
The Markov and Stationarity Properties Revisited
Semi-Markov Processes
Fine Points
Exercises
Queueing Processes
The Case of the Last Parking Space on Earth
Notation and Review
Series and Recursions
Markov Process Review
A Queueing Model for the Last Parking Space on Earth
Markovian Queueing Processes
The Birth-Death Process
Performance Measures
Standard Formulations
Arrival Rates
Service Rates
Parameterizing Queueing Processes
Shorthand Notation and Examples
The M/M/s Queue
The M/M/s/n/k Queue with s = n
The Case of the Tardy Ticket
Networks of Markovian Queues
The Case of the Incredible Shrinking Leviathan
Markov Process Model of the Incredible Shrinking Leviathan
Open Jackson Networks
Non-Markovian Queues and Networks
A GI/G/s Approximation
A Queueing-Network Approximation
Exercises
Topics in Simulation of Stochastic Processes
Statistical Issues in Simulation
Initial-Condition Effects
Measures of Error
Random Number Assignment
Rough-Cut Modeling
Exercises
Simulation Programming Examples
Fortran
SLAM II
SIMAN IV
GPSS/H
References
Index