CO905 Stochastic Processes
Online Course Materials
Lecturer: Stefan Grosskinsky
Final version of the course notes: notes_co905_10.pdf
Lectures: Thu 10-12 and Fri 10-12 in D1.07
Classes: Tue 14-16 and Fri 14-16 in D1.07
Vivas: Thu 11th Feb
Viva timetable
The vivas will take place in the workroom D1.13 on Thursday 11th February.
Remember that the first 3 minutes you should say something about a subject of your choice related to the module or the MIR@W day.
11:00 | Chris Oates |
15:10 | Yu-Xi Chau |
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11:20 | Sergio Morales-Enciso | 15:30 | Leigh Robinson |
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11:40 | Nicolai Peremezhney |
15:50 | Pantelis Hadjipantelis |
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12:00 | Matthew Graham |
16:10 | Alistair Tucker |
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12:20 | Anas Rana | 16:30 | Rebecca Langham |
Changes/Related Events
- Thu 11th Feb and Fri 12th Feb no lectures due to vivas
- Tue 9th Feb: Revision class (2-4pm)
- Mon 8th Feb: MIR@W day Burgers equation and applications
This event is officially part of the module and you are expected to attend...
- Mon 11th Jan to Wed 13th Jan:
Symposium workshop Non-equilibrium dynamics of spatially extended interacting particle systems
This workshop is particularly suitable for CO905. You are encouraged to attend, please have a look at the abstracts. Most accessible should be talks on Tuesday and Wednesday.
- There will be no class on Tue 12th Jan due to the workshop and on Fri 15th Jan due to the open day, lectures from 10-12 run as usual that week.
Worksheets/Assessments
- sheet1: Markov processes, random walks, branching processes (due 20.01., 25/100 marks)
- sheet 2: continuous time Markov chains, birth-death processes, simulation of contact process (due 29.01., 25/100 marks)
- sheet 3: Contact process (mean-field equation and simulation), Brownian motion (due 08.02., 25/100 marks)
- paper presentation (in pairs) on 02.02. (25/100 marks)
Selection of papers for the presentations
- Rebecca and Yu-Xi
J.L. Lebowitz: From Time-symmetric Microscopic Dynamics to Time-asymmetric Macroscopic Behavior: An Overview (arxiv:0709.0724)
(leave out section 9)
- E. Valdinoci: From the long jump random walk to the fractional Laplacian (arXiv:0901.3261)
- Matthew and Pantelis
J.D. Bancal, R. Pastor-Satorras: Steady-State Dynamics of the Forest Fire Model on Complex Networks (arXiv:0911.0569) - D. Foster, J. Foster, M. Paczuski, P. Grassberger: Clustering Phase Transitions and Hysteresis: Pitfalls in Constructing Network Ensembles (arXiv:0911.2055)
- E. Abad, S.B. Yuste, K. Lindenberg: Reaction-Subdiffusion and Reaction-Superdiffusion Equations for Evanescent Particles Performing Continuous Time Random Walks (arXiv:0911.3137)
- Chris and Nicolai
R. Dickmann, R. Vidigal: Quasi-stationary distributions for stochastic processes with an absorbing state (J. Phys. A: Math. Gen. 35 (2002) 1147–1166) - Alistair and Sergio
M. Assaf, B. Meerson: Spectral theory of metastability and extinction in a branching-annihilation reaction (PRE 75, 031122, 2007) - Anas and Leigh
L. Kostal, P. Lansky, J-P. Rospars: Neuronal coding and spiking randomness (Europ. J. of Neuroscience, Vol. 26, pp. 2693–2701, 2007) - P. Lamsky, S. Ditlevsen: A review of the methods for signal estimation in stochastic diffusion leaky integrate-and-fire neuronal models (Biol Cybern (2008) 99:253–262)
Matlab and C stuff
- Simple C program for the contact process: contact.c (error with modulo corrected)
Modified version of the program for Q3.2: contact2.c
(you might have to adapt the random number generator)
- Very simple C program traffic.c and Matlab file traffic.m for a basic traffic model
- Matlab files for 1D, 2D and 3D Brownian motion: brownian.m, brownian2.m, brownian3.m
Einsteins explanation of Brownian motion: http://galileoandeinstein.physics.virginia.edu/more_stuff/Applets/brownian/brownian.html - Wikibooks on Matlab
and C_Programming
- If you ever need a really good random number generator (not necessary for the module):
http://www.math.sci.hiroshima-u.ac.jp/~m-mat/MT/VERSIONS/C-LANG/c-lang.html
http://en.wikipedia.org/wiki/Mersenne_Twister
Additional Literature
- R.A. Blythe, A.J. McKane: Stochastic Models of Evolution in Genetics, Ecology and Linguistics
, J. Stat. Mech.: Theor. Exp. (2007) P07018
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R. Lambiotte, S. Redner: Dynamics of Non-Conservative Voters, http://arxiv.org/abs/0712.0364
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T. Antal, P. L. Krapvisky, S. Redner: Dynamics of Microtubule Instabilities, http://arxiv.org/abs/q-bio/0703032
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Frank Kelly: The Mathematics of Traffic in Network
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L.C.G. Rogers, D. Williams: Diffusions, Markov Processes and Martingales (Volume 1): Foundations
, CUP (2000)
This is a (heavy!) Maths background for diffusion processes -
Important Relevant Scientists
Andrey Markov, Robert Brown
, Andrey Kolmogorov
, Albert Einstein
, Paul Langevin
, Norbert Wiener
, Paul Lévy
, Max Planck
, Adriaan Fokker
, Kiyoshi Itō