Quantitative geometric rates of convergence for reversible Markov chains are closely related to the spectral gap of the corresponding operator, which is hard to calculate for general state spaces. This thesis describes a geometric argument to give dierent types of bounds for spectral gaps of Markov chains on bounded subsets of R n and to compare the rates of convergence of dierent Markov chains. We also extend the discrete-time results to continuous-time reversible Markov processes. The limit path bounds and the limit Cheeger's bounds are introduced. Two quantitative examples of 1-dimensional diusions are studied for the limit Cheeger's bounds and a n-dimensional diusion is studied for the limit path bounds. ii Acknowledgments It is a pleasure to thank my supervisor, Professor Jerey S. Rosenthal
|
468
|
Markov-chains for exploring posterior distributions
– Tierney
- 1994
|
|
272
|
Bayesian computation via the Gibbs sampler and related Markov chain Monte Carlo methods
– Smith, Roberts
- 1993
|
|
249
|
Sampling based approaches to calculating marginal densities
– Gelfand, Smith
- 1990
|
|
216
|
Approximating the permanent
– JERRUM, SINCLAIR
- 1989
|
|
171
|
Approximate counting, uniform generation and rapidly mixing Markov chains
– Sinclair, Jerrum
- 1989
|
|
162
|
Geometric bounds for eigenvalues of Markov chains
– DIACONIS, STROOCK
- 1991
|
|
158
|
Group Representations in Probability and Statistics
– Diaconis
- 1988
|
|
136
|
General Irreducible Markov Chains and Non-negative Operators
– Nummelin
- 1984
|
|
126
|
Minorization conditions and convergence rates for Markov chain Monte
– Rosenthal
- 1995
|
|
116
|
Improved bounds for mixing rates of Markov chains and multicomodity flows
– Sinclair
- 1992
|
|
90
|
Introductory Functional Analysis with Applications
– Kreyszig
- 1978
|
|
87
|
Comparison theorems for reversible Markov chains
– Diaconis, Saloff-Coste
- 1993
|
|
82
|
Methods of mathematical physics
– Courant, Hilbert
- 1962
|
|
82
|
Markov processes: characterization and convergence
– Ethier, Kurtz
- 1986
|
|
78
|
Computable Bounds for Convergence Rates of Markov Chains
– Meyn, Tweedie
- 1994
|
|
76
|
A course in functional analysis
– Conway
- 1985
|
|
48
|
Geometric ergodicity and hybrid Markov chains
– Roberts, Rosenthal
- 1997
|
|
43
|
Functional Analysis, 2nd ed
– Rudin
- 1991
|
|
40
|
Optimal Scaling of Discrete Approximations to Langevin Diffusions
– Roberts, Rosenthal
- 1998
|
|
31
|
Sampling from log-concave distributions
– Frieze, Kannan, et al.
- 1994
|
|
29
|
Stochastic Processes with Applications
– Bhattacharya, Waymire
- 1990
|
|
27
|
Bounds on the L spectrum for Markov chains and Markov processes: a generalization of Cheeger's inequality
– Lawler, Sokal
- 1988
|
|
26
|
Convergence Rates of the Gibbs Sampler, the Metropolis Algorithm and other Single-Site Updating Dynamics
– Frigessi, Hwang, et al.
- 1993
|
|
26
|
Shift-coupling and convergence rates of ergodic averages
– Roberts, Rosenthal
- 1997
|
|
23
|
On the rate of convergence of the Metropolis algorithm and Gibbs sampler by geometric bounds
– Ingrassia
- 1994
|
|
20
|
On the rates of convergence of stochastic relaxation for Gaussian and Non-Gaussian distributions
– Amit
- 1991
|
|
20
|
Comparing sweep strategies for stochastic relaxation
– Amit, Grenander
- 1991
|
|
18
|
Rates of convergence for everywhere-positive Markov chains
– Baxter, Rosenthal
- 1995
|
|
17
|
Rates of convergence for Gibbs sampler for variance components models
– Rosenthal
- 1995
|
|
15
|
Variational Methods for Eigenvalue Approximation
– Weinberger
- 1974
|
|
14
|
Rates of convergence of Markov chains related to Association schemes
– Belsley
- 1993
|
|
11
|
Logarithmic Sobolev inequalities for Markov chains
– Diaconis, Salo-Coste
- 1996
|
|
10
|
A lower bound for the lowest eigenvalue of the Laplacian
– Cheeger
- 1970
|
|
6
|
Brownian motion and the fundamental frequency of a drum
– Banuelos, Carroll
- 1994
|
|
6
|
Ordering, slicing and splitting Monte Carlo Markov chains
– Mira
- 1998
|
|
5
|
A Markov chain on the symmetric group and Jack symmetric functions
– Hanlon
- 1992
|
|
4
|
Diusion of colour in the simple exclusion process
– Quastel
- 1992
|
|
4
|
Analysis of Gibbs samples for a model related to James-Stein estimators, Statist
– Rosenthal
|
|
3
|
Accelerating Gaussian diusions
– Hwang, Hwang-Ma, et al.
- 1993
|
|
3
|
Methods of mathematical physics IV
– Reed, Simon
- 1978
|
|
2
|
Conductance of Metropolis Algorithm, working paper
– Jarner
|
|
2
|
Markov chain convergence: From to in Stochastic processes and their Applications 62
– Rosenthal
- 1996
|
|
2
|
Diusion processes and partial dierential equations
– Taira
- 1988
|