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Lecture Notes



Lecture Notes

Special software is required to use some of the files in this section: .mat.


SES #TOPICSSUPPORTING FILES
L1Overview 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)
L2Maximum Likelihood Estimators (PDF)
L3Properties of Maximum Likelihood Estimators (PDF)
L4Multivariate Normal Distribution and CLT (PDF)
L5Confidence Intervals for Parameters of Normal Distribution (PDF)Normal body temperature dataset from this article: normtemp.mat (MAT) (columns: temperature, gender, heart rate).
L6Gamma, Chi-squared, Student T and Fisher F Distributions (PDF)
L7-L8Testing Hypotheses about Parameters of Normal Distribution, t-Tests and F-Tests (PDF)
L9Testing Simple Hypotheses and Bayes Decision Rules (PDF)
L10Most Powerful Test for Two Simple Hypotheses (PDF)
L11Chi-squared Goodness-of-fit Test (PDF)
L12Chi-squared Goodness-of-fit Test for Composite Hypotheses (PDF)
L13Tests of Independence and Homogeneity (PDF)
L14Kolmogorov-Smirnov Test (PDF)
L15-L16Simple Linear Regression (PDF)
L17-L18Multiple 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-L20General Linear Constraints in Multiple Linear Regression and Analysis of Variance and Covariance (PDF)Fruifly dataset from this article: fruitly.mat (MAT)
L21Classification Problem, AdaBoost Algorithm (PDF)
L22Review

 








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