Statistics 433
Statistics 433: Introduction to stochastic processes
(Preliminary)
General information
The target goals are
here
.
Stat lab JHH-F96:
Basically M-F, 2 - 6?,
Office hours: Monday at 3 (Huntsman 472). Or email me for an appointment.
TA:
Alexander Braunstein
. Office hours W 2:30-4:00. (Homework due Thursdays).
Book: Introduction to Stochastic modeling, by Taylor and Karlin, 3rd edition.
Work load: This course will be driven primarily by problems. Hence there will be problem sets due weekly.
Homework = 40%
Midterm = 30%
Final = 30%
Homework
Turned in at the start of class
Schedule from previous year: dates to be changed
Jan 15: Chapters 1 & 2:
Review of probability
(
Read: pp 1-15, 57 - 68
). Start doing HW1. (
taped
)
Jan 20: Section 2.5:
Martingales
(I'll also take questions about HW1) (
Read: pp 60-61, and 87 - 93
)
Jan 22:
Markov chains 1
(
p 95 - 102
)
Jan 27:
Markov chains 2
(
p 105-112
)
Jan 29:
Markov: First step analysis
(
p 116 - 124
)
HW 1 due
Feb 3:
Markov: examples
(
p 135 - 147
)
Feb 5:
Markov: Random walks
(
141 - 166
)
Homework 2
due
Feb 10:
Markov: Random walks
Feb 12: (Darwin's 200th: Examples from evolution)
Homework 3
due
Feb 17:
Branching processes
(
III.8
)
Feb 19: ABACADABRARA and martingales (
III.7
)
Homework 4
due
Feb 24:
III 7: first step revisited
Feb 26: Midterm (
Review questions
)
Homework 5
due
Mar 3:
Chapter IV: Long run behavior of Markov chains
(
coupling argument
)
Mar 5:
IV.2: Models
Mar 7: Homework due (
Homework 6
) (
answer to 2008 exam
)
(Spring break!) (Spring break!) (Spring break!) (Spring break!) (Spring break!)
Mar 17: Guest lecture: Michael Steele, a 2nd look at stationary distributions
Mar 19:
V.1: The poisson distribution
(
V.1 and V.2
) (
lecture notes
)
Mar 24:
V.2: Rare events
(
Homework 7
) (
V.3 and V.4 up to page 305
)
Mar 27:
V.3: Gamma
Homework 8
law of large number.jmp
Mar 31:
V.4: connection to uniform distribution
Apr 2:
Chapter 6: Continuous time Markov chains
(
read VI.4 and VI.5
)(
Homework 9
)
Apr 7:
Chapter 6.2, 6.3: Birth / Death processes
(
finish reading VI.1-5)
Apr 9:
Chapter 8:Brownian motion
(
Homework 10
)
construction
of a brownian motion
Apr 14:
8.2: Reflection
Apr 16: 8.2 continued (
Homework 11
)
Apr 21:
8.3: Models
Apr 23:
8.4: Drift and stock prices
(
Homework 12
)
Apr 28: 8.5: Integrating brownian motion / Derivatives of brownian motion (i.e. Ito calculcus) (LAST DAY OF CLASS)
May 1:(
Homework 13
)
May 8: 9:00 - 11:00 JMHH F45: Final exam
Last modified: Mon Nov 23 07:13:23 EST 2009