Special software is required to use some of the files in this section: .mat.
Lecture notes table.
| SES # |
TOPICS |
SUPPORTING FILES |
| L1 |
Overview of some Probability Distributions (PDF) |
Body measurements data subset (weight, height, waist girth, abdomen girth) from this article: men, body_men.mat (MAT), women, body_women.mat (MAT) |
| L2 |
Maximum Likelihood Estimators (PDF) |
|
| L3 |
Properties of Maximum Likelihood Estimators (PDF) |
|
| L4 |
Multivariate Normal Distribution and CLT (PDF) |
|
| L5 |
Confidence Intervals for Parameters of Normal Distribution (PDF) |
Normal body temperature dataset from this article: normtemp.mat (MAT) (columns: temperature, gender, heart rate). |
| L6 |
Gamma, Chi-squared, Student T and Fisher F Distributions (PDF) |
|
| L7-L8 |
Testing Hypotheses about Parameters of Normal Distribution, t-Tests and F-Tests (PDF) |
|
| L9 |
Testing Simple Hypotheses and Bayes Decision Rules (PDF) |
|
| L10 |
Most Powerful Test for Two Simple Hypotheses (PDF) |
|
| L11 |
Chi-squared Goodness-of-fit Test (PDF) |
|
| L12 |
Chi-squared Goodness-of-fit Test for Composite Hypotheses (PDF) |
|
| L13 |
Tests of Independence and Homogeneity (PDF) |
|
| L14 |
Kolmogorov-Smirnov Test (PDF) |
|
| L15-L16 |
Simple Linear Regression (PDF) |
|
| L17-L18 |
Multiple Linear Regression (PDF) |
Cigarette dataset - tar, nicotine, weight, carbon monoxide - from this article: cigarette.mat (MAT)
OECD Economic Development dataset: per capita income, percentage of labor force in agriculture, percentage in industry, percentage in service occupations, found here: oecd.mat (MAT)
|
| L19-L20 |
General Linear Constraints in Multiple Linear Regression and Analysis of Variance and Covariance (PDF) |
Fruifly dataset from this article: fruitly.mat (MAT) |
| L21 |
Classification Problem, AdaBoost Algorithm (PDF) |
|
| L22 |
Review |
|