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Regenerative Stochastic Simulation Book

Regenerative Stochastic Simulation
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  • Regenerative Stochastic Simulation
  • Written by author Gerald S. Shedler
  • Published by Elsevier Science, November 1997
  • Simulation is a controlled statistical sampling technique that can be used to study complex stochastic systems when analytic and/or numerical techniques do not suffice. The focus of this book is on simulations of discrete-event stochastic systems; namely,
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Preface
1Discrete-Event Simulations1
1.1Methodological Considerations2
1.2State Definitions5
1.3Time-Advance Procedures11
1.4Generalized Semi-Markov Processes23
2Regenerative Stochastic Processes51
2.1The Regenerative Property51
2.2Limit Theorems73
2.3Regenerative Generalized Semi-Markov Processes76
3Regenerative Simulation97
3.1The Regenerative Method98
3.2Implementation Considerations122
3.3Discrete Time Conversion125
3.4Theoretical Values for Markov Claims127
3.5Statistical Efficiency138
4Networks of Queues143
4.1The Job Stack Process144
4.2Regenerative Job Stack Processes159
4.3Geometric Trials Criteria for Recurrence168
4.4Preemptive-Resume Priorities172
5Passage Times193
5.1The Augmented Job Stack Process194
5.2The Marked Job Method209
5.3The Labelled Jobs Method217
5.4Comparison of Statistical Efficiency228
5.5Abstract Passage Times240
6Simulations With Simultaneous Events283
6.1Simultaneous Trigger Events284
6.2Compound Events290
6.3Formal Specification308
6.4Regeneration Theorems329
Appendix A. Limit Theorems for Stochastic Processes345
A.1Probability Spaces and Random Variables345
A.2Modes of Convergence347
A.3Convergence Tools349
A.4Stochastic Processes351
A.5Laws of Large Numbers360
A.6Central Limit Theorems363
A.7Recurrent Events365
A.8Wald's Moment Identities366
Appendix B. Random Number Generation367
B.1Linear Congruential Generators367
B.2Inverse Transformation372
B.3Rejection-Acceptance Methods375
B.4Decomposition Methods378
Bibliography385
Index393


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