Discrete Stochastic Processes: The Springer International Series in Engineering and Computer Science, cartea 321
Autor Robert G. Gallageren Limba Engleză Hardback – 31 oct 1995
The book presents mathematical ideas without recourse to measure theory, using only minimal mathematical analysis. In the proofs and explanations, clarity is favored over formal rigor, and simplicity over generality. Numerous examples are given to show how results fail to hold when all the conditions are not satisfied.
Audience: An excellent textbook for a graduate level course in engineering and operations research. Also an invaluable reference for all those requiring a deeper understanding of the subject.
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Specificații
ISBN-13: 9780792395836
ISBN-10: 0792395832
Pagini: 290
Ilustrații: XIII, 271 p.
Dimensiuni: 155 x 235 x 21 mm
Greutate: 0.6 kg
Ediția:1996
Editura: Springer Us
Colecția Springer
Seria The Springer International Series in Engineering and Computer Science
Locul publicării:New York, NY, United States
ISBN-10: 0792395832
Pagini: 290
Ilustrații: XIII, 271 p.
Dimensiuni: 155 x 235 x 21 mm
Greutate: 0.6 kg
Ediția:1996
Editura: Springer Us
Colecția Springer
Seria The Springer International Series in Engineering and Computer Science
Locul publicării:New York, NY, United States
Public țintă
ResearchCuprins
1 Introduction and Probability Review.- 1.1 Introduction.- 1.2 Probability Review.- 1.3 Conditional Probabilities.- 1.4 Random Variables.- 1.5 Expectations.- 1.6 Transforms.- 1.7 Weak Law of Large Numbers.- 1.8 Strong Law of Large Numbers.- 1.9 Summary.- Table of Standard Random Variables.- Exercises.- Notes.- 2 Poisson Processes.- 2.1 Introduction.- 2.2 Definition and Properties of the Poisson Process.- 2.3 Combinations and Subdivisions of Independent Poisson Processes.- 2.4 Non-Homogeneous Poisson Processes.- 2.5 Order Statistics and Conditional Arrival Epochs.- 2.6 Summary.- Exercises.- Notes.- 3 Renewal Processes.- 3.1 Introduction.- 3.2 Strong Law of Large Numbers for Renewal Processes.- 3.3 Expected Number of Renewals.- 3.4 Renewal Reward Processes; Time Averages.- 3.5 Renewal Reward Processes; Ensemble Averages.- 3.6 Applications of Renewal Reward Theory.- 3.7 Delayed Renewal Processes.- 3.8 Summary.- Exercises.- Notes.- 4 Finite State Markov Chains.- 4.1 Introduction.- 4.2 Classification of States.- 4.3 The Matrix Representation.- 4.4 Perron—Frobenius Theory.- 4.5 Markov Chains with Rewards.- 4.6 Markov Decision Theory and Dynamic Programming.- 4.7 Summary.- Exercises.- Notes.- 5 Markov Chains with Countably Infinite State Spaces.- 5.1 Introduction and Classification of States.- 5.2 Branching Processes.- 5.3 Birth Death Markov Chains.- 5.4 Reversible Markov Chains.- 5.5 The M/M/1 Sampled Time Markov Chain.- 5.6 Round-Robin and Processor Sharing.- 5.7 Semi-Markov Processes.- 5.8 Example—M/G/1 Queue.- 5.9 Summary.- Exercises.- 6 Markov Processes with Countable State Spaces.- 6.1 Introduction.- 6.2 The Kolmogorov Differential Equations.- 6.3 Uniformization.- 6.4 Birth Death Processes.- 6.5 Reversibility for Markov Processes.- 6.6 Jackson Networks.- ClosedJackson Networks.- 6.7 Summary.- Exercises.- 7 Random Walks and Martingales.- 7.1 Introduction.- 7.2 The G/G/1 Queue.- 7.3 Detection, Decisions, and Hypothesis Testing.- 7.4 Threshold Crossing Probabilities.- 7.5 Wald’s Identity and Walks with Two Thresholds.- 7.6 Martingales and Submartingales.- 7.7 Stopped Processes and Stopping Rules.- 7.8 The Kolmogorov Inequalities.- 7.9 Summary.- Exercises.- Notes.
Recenzii
` ... very good book that will help students to understand many of the concepts used in describing stochastic processes. I recommend it highly either as a main text or as supplementary reading.'
Interfaces, 27:4 (1997)
Interfaces, 27:4 (1997)