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Two-Dimensional Random Walk: From Path Counting to Random Interlacements [Mīkstie vāki]

(Universidade do Porto)
  • Formāts: Paperback / softback, 200 pages, height x width x depth: 228x151x12 mm, weight: 327 g, Worked examples or Exercises
  • Sērija : Institute of Mathematical Statistics Textbooks
  • Izdošanas datums: 18-Mar-2021
  • Izdevniecība: Cambridge University Press
  • ISBN-10: 1108459692
  • ISBN-13: 9781108459693
Citas grāmatas par šo tēmu:
  • Mīkstie vāki
  • Cena: 52,11 €
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  • Formāts: Paperback / softback, 200 pages, height x width x depth: 228x151x12 mm, weight: 327 g, Worked examples or Exercises
  • Sērija : Institute of Mathematical Statistics Textbooks
  • Izdošanas datums: 18-Mar-2021
  • Izdevniecība: Cambridge University Press
  • ISBN-10: 1108459692
  • ISBN-13: 9781108459693
Citas grāmatas par šo tēmu:
The main subject of this introductory book is simple random walk on the integer lattice, with special attention to the two-dimensional case. This fascinating mathematical object is the point of departure for an intuitive and richly illustrated tour of related topics at the active edge of research. It starts with three different proofs of the recurrence of the two-dimensional walk, via direct combinatorial arguments, electrical networks, and Lyapunov functions. After reviewing some relevant potential-theoretic tools, the reader is guided toward the relatively new topic of random interlacements - which can be viewed as a 'canonical soup' of nearest-neighbour loops through infinity - again with emphasis on two dimensions. On the way, readers will visit conditioned simple random walks - which are the 'noodles' in the soup - and also discover how Poisson processes of infinite objects are constructed and review the recently introduced method of soft local times. Each chapter ends with many exercises, making it suitable for courses and independent study.

This book revolves around two-dimensional simple random walk, a rich and fascinating mathematical object that is the point of departure for a tour of related topics at the active edge of research. Emphasizing direct probabilistic intuition - with many illustrations - it is a highly readable introduction for graduate students and researchers.

Recenzijas

'An excellent and inspiring introduction to simple random walk and random interlacements, in transient and recurrent cases. With its careful and original selection of topics, the reader will soon grasp the general picture and main ideas though to quite advanced material. Each chapter has a great selection of exercises with hints and solutions. This book is primarily designed for self-study, but it can also be used for a graduate course on Markov chains or Poisson processes.' Francis Comets, Université de Paris ' a well-written summary of the subject Highly recommended.' M. Bona, Choice Connect

Papildus informācija

A visual, intuitive introduction in the form of a tour with side-quests, using direct probabilistic insight rather than technical tools.
Preface 1(10)
Notation 11
1 Introduction
1(7)
1.1 Markov chains and martingales: basic definitions and facts
2(6)
2 Recurrence of two-dimensional simple random walk
8(25)
2.1 Classical proof
8(3)
2.2 Electrical networks
11(5)
2.3 Lyapunov functions
16(11)
2.4 Exercises
27(6)
3 Some potential theory for simple random walks
33(40)
3.1 Transient case
34(11)
3.2 Potential theory in two dimensions
45(20)
3.3 Exercises
65(8)
4 SRW conditioned on not hitting the origin
73(42)
4.1 Doob's h-transforms
73(5)
4.2 Conditioned SRW in two dimensions: basic properties
78(3)
4.3 Green's function and capacity
81(11)
4.4 Harmonic measure
92(8)
4.5 Range of the conditioned SRW
100(11)
4.6 Exercises
111(4)
5 Intermezzo: soft local times and Poisson processes of objects
115(27)
5.1 Soft local times
115(16)
5.2 Poisson processes of objects
131(6)
5.3 Exercises
137(5)
6 Random interlacements
142(43)
6.1 Random interlacements in higher dimensions
142(17)
6.2 The two-dimensional case
159(9)
6.3 Proofs for two-dimensional random interlacements
168(14)
6.4 Exercises
182(3)
Hints and solutions to selected exercises 185(16)
References 201(7)
Index 208