Markov Chains

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Januar 2001



Primarily an introduction to the theory of stochastic processes at the undergraduate or beginning graduate level, the primary objective of this book is to initiate students in the art of stochastic modelling. However it is motivated by significant applications and progressively brings the student to the borders of contemporary research. Examples are from a wide range of domains, including operations research and electrical engineering. Researchers and students in these areas as well as in physics, biology and the social sciences will find this book of interest.


Preface * 1 Probability Review * 2 Discrete Time Markov Models * 3 Recurrence and Ergodicity * 4 Long Run Behavior * 5 Lyapunov Functions and Martingales * 6 Eigenvalues and Nonhomogeneous Markov Chains * 7 Gibbs Fields and Monte Carlo Simulation * 8 Continuous-Time Markov Models 9 Poisson Calculus and Queues * Appendix * Bibliography * Author Index * Subject Index


EAN: 9780387985091
ISBN: 0387985093
Untertitel: Gibbs Fields, Monte Carlo Simulation, and Queues. 'Texts in Applied Mathematics'. 1st ed. 1999. Corr. 2nd printing 2001. Book. Sprache: Englisch.
Verlag: Springer
Erscheinungsdatum: Januar 2001
Seitenanzahl: 464 Seiten
Format: gebunden
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