Rice University
This course is the continuation of STAT 581.
The course sequence covers the measure-theoretic foundations of
probability.
Open to qualified undergraduates.
Announcement :
Dr. Rudolf Riedi
Duncan Hall 2082, 713 / 348 3020
Office Hours: TBA
or by appointment
Sidney Resnick "A Probability Path"
The course will closely follow this book; it is available at the campus bookstore.
20% Homework
20% Quiz (Februay 16; on Convergence Concepts)
30% First EXAM (March: on sums of independent r.v. and basics on convergence in distribution)
30% Second EXAM (April: on Advanced material on Convergence in Distribution and Martingales)
[Outline] [Textbooks] [Grading] [Reading assignment] [Homework problems and solutions] [Tests]
Classes / Reading
Past classes and reading assignment will be posted here.
Topics covered
reading (Resnick)
January 12
no class (examinations)
January 14 Orientation, Review Stat 581: proba spaces, expectation
January 17 No Class (Marting Luther King)
January 19 Review Stat 581: convergence of means
January 21 VI. Convergence Concepts
Almost sure, in probability; examples
Section 6.1 (p167)
January 24 a.s. implies in probability, Cauchy criterium
p169-172
January 26 further relations, Lebesgue's Dominated Convergence
p173-178
January 28 Convergence in Lp: def, ex, relation to "a.s." and "in proba"
Section 6.5, p180-182
January 31
Uniform integrability: def, ex, criteria
p182-184
February 2
Unif. integr <=> unif absol contin. and unif 1st moments
p184-186
February 4
Lp convergence <=> conv in proba and unif. integr.
p190-194
February 7
Inequalities. Discuss Homework.
p186-189
February 9
VII. Laws of Large Numbers.
First versions and general WLLN
p204-208
February 11
Sums of indep r.v.: Levy's theorem
p209-213
February 14
Skorohod's inequality, Kolmogorov's convergence criterium
February 16 (Wed)
Quiz on chapter 6 (Convergence concepts)
February 18
SLLN: Kronecker's lemma, Records
214-216
February 21
Kolmogorov's SLLN
219-222
February 23
Kolmogorov's three series theorem
VIII. Convergence in Distribution. Basics
226-230
247-248
February 25
Vague and weak convergence, relation to convergence in probabilty
248-251
February 28
Geometric distr as limit of geometric distr, relation to Poisson process
March 2
Scheffe's lemma and convergence in total variation 252-255
March 4
Review Uniform Absolute Continuity, Homework
March 7
Spring Break
March 9
Spring Break
March 11
Spring Break
March 14
Skorohod's theorem
258-260
March 16
no class
March 18
Continuous mapping, Delta Method
261-263
March 21
Portmanteau theorem and applications
263-267
March 23
Slutsky's theorem, Converging Together, m-dependent CLT
268-271
March 25
Convergence to Types, Extreme Value Distributions
274-279
March 28
Discussion: Homework 6
March 30
Discussion: Homework 5, review chapters VII and VIII.
April 1
IX. Characteristic Function
Convolution, Simple Properties
293-297
April 4
Expansions of char fct, char fct of the Normal distribution
297-301
April 6
Uniqueness and Continuity of characteristic functions
302-305
April 8
Spring Recess
April 11
Fourier Inversion formula for densities, Prohorov,Tightness
303; 309-310
April 13
Selection Theorem, completing the proof of Continuity, CLT
307-309;311-312;312-314
April 15
X. Conditional Expectation: Basics
339-342
April 18
Conditional Expectation: simple properties
344-347
April 20
Conditional expectation as L2-projection, L2-martingale convergence
348-349 + standard refs
April 22
Review by TA
April 25
More on characteristic functions and CLT:
derivatives and moments; Lindeberg-Feller CLT, Lyapunov
301-302
315; 319
April 27
More on martingales: up-crossing and convergence of positive martingales
standard refs
April 29
No Class
[Outline] [Textbooks] [Grading] [Reading assignment] [Homework problems and solutions] [Tests]
Homework
(tex-source and solutions restricted to Rice University)
Homework sheet | Due date (in class) | Solutions |
Problem Set 1 [pdf] [ps] [tex] | February 4 |
Solution 1 [pdf] [ps] [tex] |
Problem Set 2 [pdf] [ps] [tex] | February 11 |
Solution 2 [pdf] [ps] [tex] |
Problem Set 3 [pdf] [ps] [tex] | February 25 |
Solution 3 [pdf] [ps] [tex] |
Problem Set 4 [pdf] [ps] [tex] | March 4 |
Solution 4 [pdf] [ps] [tex] |
Problem Set 5 [pdf] [ps] [tex] | March 21 |
Solution 5 [pdf] [ps] [tex] |
Problem Set 6 [pdf] [ps] [tex] | March 25 |
Solution 6 [pdf] [ps] [tex] |
Problem Set 7 [pdf] [ps] [tex] | April 13 |
Solution 7 [pdf] [ps] [tex] |
Problem Set 8 [pdf] [ps] [tex] | April 25 |
Solution 8 [pdf] [ps] [tex] |
Homework is due at the beginning of class on the due date. After the due date, but before solutions are handed out, homework can be turned in for 50% credit. In this case, please slip your homework under the instructors's office door, or bring it to class. After solutions are handed out, 0% credit will be issued. You are encouraged to work in groups for homeworks but you will hand in your own solution which you are expected to understand.
[Outline] [Textbooks] [Grading] [Reading assignment] [Homework problems and solutions] [Tests]
Quiz |
February 16, 2005, in class |
lecture notes allowed |
Test 1 (30%) | Due:
April 4 |
Take home, 180 minutes, (open notes) |
Test 2 (30%) | Due: last day of class |
Take home, 3 hours (open books) [pdf] [ps] |