Vetenskap & teknik
A Little Book of Martingales
Arup Bose • Arijit Chakrabarty • Rajat Subhra Hazra
Inbunden
1029:-
Uppskattad leveranstid 5-10 arbetsdagar
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This concise textbook, fashioned along the syllabus for masters and Ph.D. programmes, covers basic results on discrete-time martingales and applications. It includes additional interesting and useful topics, providing the ability to move beyond. Adequate details are provided with exercises within the text and at the end of chapters. Basic results include Doobs optional sampling theorem, Wald identities, Doobs maximal inequality, upcrossing lemma, time-reversed martingales, a variety of convergence results and a limited discussion of the Burkholder inequalities. Applications include the 0-1 laws of Kolmogorov and HewittSavage, the strong laws for U-statistics and exchangeable sequences, De Finettis theorem for exchangeable sequences and Kakutanis theorem for product martingales. A simple central limit theorem for martingales is proven and applied to a basic urn model, the trace of a random matrix and Markov chains. Additional topics include forward martingale representation for U-statistics, conditional BorelCantelli lemma, AzumaHoeffding inequality, conditional three series theorem, strong law for martingales and the KestenStigum theorem for a simple branching process. The prerequisite for this course is a first course in measure theoretic probability. The book recollects its essential concepts and results, mostly without proof, but full details have been provided for the RadonNikodym theorem and the concept of conditional expectation.
- Format: Inbunden
- ISBN: 9789819744718
- Språk: Engelska
- Antal sidor: 182
- Utgivningsdatum: 2024-09-03
- Förlag: Springer Nature