This text provides a comprehensive presentation of results for time-homogeneous Markov chains with asymptotically zero drift. Including novel results and original research, this monograph will interest researchers and graduate students in probability, statistics and their applications.
This text provides a comprehensive presentation of results for time-homogeneous Markov chains with asymptotically zero drift. Including novel results and original research, this monograph will interest researchers and graduate students in probability, statistics and their applications.Hinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.
Denis Denisov is Reader in Probability in the Department of Mathematics at the University of Manchester. His research interests include multidimensional random walks, ordered and conditioned random walks, Markov chains and diffusion processes.
Inhaltsangabe
1. Introduction 2. Lyapunov functions and classification of Markov chains 3. Down-crossing probabilities for transient Markov chain 4. Limit theorems for transient and null-recurrent Markov chains with drift proportional to 1/x 5. Limit theorems for transient Markov chains with drift decreasing slower than 1/x 6. Asymptotics for renewal measure for transient Markov chain via martingale approach 7. Doob's h-transform: transition from recurrent to transient chain and vice versa 8. Tail analysis for recurrent Markov chains with drift proportional to 1/x 9. Tail analysis for positive recurrent Markov chains with drift going to zero slower than 1/x 10. Markov chains with asymptotically non-zero drift in Cramér's case 11. Applications.
1. Introduction 2. Lyapunov functions and classification of Markov chains 3. Down-crossing probabilities for transient Markov chain 4. Limit theorems for transient and null-recurrent Markov chains with drift proportional to 1/x 5. Limit theorems for transient Markov chains with drift decreasing slower than 1/x 6. Asymptotics for renewal measure for transient Markov chain via martingale approach 7. Doob's h-transform: transition from recurrent to transient chain and vice versa 8. Tail analysis for recurrent Markov chains with drift proportional to 1/x 9. Tail analysis for positive recurrent Markov chains with drift going to zero slower than 1/x 10. Markov chains with asymptotically non-zero drift in Cramér's case 11. Applications.
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