Lecture Notes


Date Main Topics Complements
Crash Course in UNIX, Splus, LaTeX
Aug 26 0. Monahan, Chapter 1
1. Unix foundation lecture
2. Searchable man pages
3. SIN
4. add.c
Other web locations to explore:
1. Howard's UNIX tips
2. Emacs quick reference here or here
3. More detailed UNIX introduction
Aug 28 1. S Tutorial :
    - Intro
    - Dataframes
2. Csh scripts
    - Basic
    - Some Details
0. Useful to skim Venables & Ripley (V&N), Ch's 1--3 over the next several days.
1. Splus in Emacs
Aug 30 1. S Tutorial :
    - Graphics
    - Objects
Week 1 examples
(LABOR DAY)    
Sep 04 1. S Tutorial :
    - Models
 
Sep 06 Instant LaTeX
Other Links of Interest
1. TeX, LaTeX and Friends
2. LaTeX Help at Univ of Washington

Week 02 Examples

More Splus and LaTeX; then Computer Arithmetic and Linear Regression
Sep 09 1. S Tutorial :
    - Programming
1. S Poetry , and a Partial Mirror of S Poetry
2. A lengthier introduction to LaTeX
Sep 11 1. log.txt
2. bjexample.tex
3. conv.s
1. Fingerexercises for Friday
Sep 13 1. Monahan Chapter 2 (Computer arithmetic) 1. Fingerexercises for Monday.

Week 03 Examples

Sep 16 1. Monahan Chapter 3 (Matrix calculations) 1. Also look at Sect's 4.1, 4.7
Sep 18  1. More on matrix calculations
2. Monahan Chapter 5 (Regression Calculations)
 
Sep 20  1. Monahan Chapter 5 (Regression calculations) Week 04 Examples
Sep 23 1. Monahan Chapter 6 (Eigenproblems)  1. Fingerexercises to be discussed Wednesday
Sep 25 1. A bit on SVD's
2. Review/intro to simple C programming
 
Sep 27 some C programming Week 05 Examples
Some C Programming; general optimization
Sep 30 grid search for maximum, binary search for root   
Oct 02 function iteration, rates of convergence,   
Oct 04 newton's method and variations HW 3 due Oct 11.

Week 06 Examples

Oct 07 gradient decscent and newton's method in several dimensions  
Oct 09 multivariate optimization in Splus; infomat.s  
Oct 11  Examples of using pointers in C Week07 Examples
Oct 14 Calling C from Splus and R  
Oct 16 Vectorizing code in Splus/R Week 08 Examples
(MIDSEMESTER BREAK)    
Maximization in Statistics
Oct 21 Maximization in Exponential Famlies  
Oct 23 IRLS, examples from logistic regression, nonlinear least squares, robust regression  
Oct 25 Mulitvariate Delta Method Week 09 Examples
Oct 28 Examples of nonlnear regression and delta method; making confidence envelopes  
Oct 30 E-M algorithm (Intro)  
Nov 01 E-M algorithm (some theory) Week 10 Examples
Nov 04 E-M (exended example)  
Nov 06 E-M in exponential families; Bayesian E-M  
Nov 08 E-M extensions / variations Week 11 Examples
Numerical Integration and Monte Carlo Methods
Nov 11 Numerical integration; Bayesian motivations  
Nov 13 One-dimension: Newton-Cotes, Gaussian Quadrature, transformations and troubles  
Nov 15 Monte Carlo integration: simple random sampling, tranformations and rejection methods for simulating new random variables Week 12 Examples
Nov 18 Monte Carlo integration: importance sampling, SIR, applications to posterior caclulations and sensitivity analysis  
Nov 20 Multidimensional quadrature; curse of dimensionality  
Nov 22 Using IMSL C integration routines Week 13 Examples
Nov 25  Calling IMSL C routines from Splus/R Week 14 Examples
(THANKSGIVING)    
(THANKSGIVING)    
Markov Chain Monte Carlo
Dec 02 MCMC - a practical framework  
Dec 04 MCMC - examples  
Dec 06 Basics of random number generators: linear-congruential and Shift-register generators Week 15 Examples