
Lectures on the Coupling Method
by Lindvall, Torgny-
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Summary
Table of Contents
Introduction | p. 1 |
Three Examples | p. 1 |
An Outline | p. 6 |
Notes | p. 7 |
Preliminaries | p. 9 |
What Is a Coupling? | p. 9 |
The Coupling Inequality | p. 10 |
Rates of Convergence | p. 14 |
Weak Coupling | p. 17 |
The [gamma] Coupling | p. 18 |
The Polish Assumption | p. 20 |
Notes | p. 20 |
Discrete Theory | p. 21 |
Renewal Theory | p. 21 |
Basics | p. 21 |
Stationarity. The Coupling | p. 22 |
The Discrete Renewal Theorem | p. 24 |
Finite Moments of T | p. 25 |
Renewal Sequences | p. 31 |
Notes | p. 34 |
Markov Chains | p. 34 |
Notation | p. 34 |
Positive Recurrent Chains | p. 34 |
Null-Recurrent Chains | p. 39 |
An Observation | p. 40 |
Notes | p. 41 |
Random Walk | p. 41 |
The Ornstein Coupling | p. 41 |
Null-Recurrent Markov Chains | p. 43 |
The Mineka Coupling | p. 44 |
Blocks | p. 47 |
The Harris Random Walk | p. 48 |
A Multidimensional Random Walk | p. 51 |
Notes | p. 51 |
Card Shuffling | p. 52 |
Basics | p. 52 |
"Top to Random" Shuffling | p. 54 |
Notes | p. 57 |
Poisson Approximation | p. 57 |
Basics | p. 57 |
Another Simple Coupling | p. 57 |
The Stein--Chen Method | p. 60 |
An Example | p. 64 |
Notes | p. 66 |
Continuous Theory | p. 67 |
Renewal Theory | p. 67 |
Basics | p. 67 |
Stationarity | p. 69 |
Blackwell's Renewal Theorem | p. 73 |
Bounds for U | p. 77 |
An Exact Coupling | p. 79 |
Finite Moments of T. Rate Results | p. 83 |
Notes | p. 88 |
Harris Chains | p. 88 |
Basics | p. 88 |
Harris Chains | p. 91 |
Regeneration and Stationarity | p. 92 |
Ergodicity | p. 95 |
Random Walk | p. 97 |
Notes | p. 98 |
Maximal Coupling | p. 99 |
The Coupling. Goldstein's Theorem | p. 99 |
From Weak to Strong Coupling | p. 105 |
Notes | p. 107 |
Regenerative Processes | p. 107 |
Basics. Stationarity | p. 107 |
Coupling of Regenerative Processes | p. 110 |
Notes | p. 112 |
On Markov Processes | p. 113 |
Some Remarks | p. 113 |
Ergodicity | p. 118 |
Notes | p. 125 |
Diffusions | p. 207 |
One-Dimensional Processes | p. 207 |
Basics | p. 207 |
Ergodicity. I Closed | p. 209 |
Ergodicity. I Not Closed | p. 211 |
The Strong Feller Property | p. 214 |
Domination | p. 216 |
Notes | p. 218 |
Multidimensional Processes | p. 219 |
Basics | p. 219 |
Brownian Motion | p. 219 |
Radial Drift | p. 223 |
Another Reflection Coupling | p. 226 |
Notes | p. 227 |
Appendix | p. 229 |
Polish Spaces | p. 229 |
A Quick Survey | p. 229 |
The Banach Space bM[subscript s] | p. 232 |
Notes | p. 233 |
Epilogue | p. 233 |
Some History | p. 233 |
Frequently Used Notation | p. 237 |
References | p. 241 |
Index | p. 255 |
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