ESMA 3102 Introduction to Statistics II

General	Syllabus
	Course Layout
	List of Stories of the Data sets
	Homeworks and Exams
	Introduction to Using the Computer and to MINITAB
Some Basic Ideas and Reviews	Introduction to ESMA 3102
	Graphs
	Confidence Intervals
	Hypothesis Testing
	More on the 1970 draft
	Outliers - Detection
	Exercises
Simple Regression	Residual Sum of Squares and Least Squares Regression
	Assumptions of Least Squares Regression
	Alcohol and Tobacco Expenditures
	Four Fits to Olympic Long Jump
	Fixing Problems - Normal Assumption and Equal Variance
	Hypothesis Tests for LSR
	Hubble's Constant
	Prediction
	Regression to the Mean
	Fitting non-linear Models: Transformations and Polynomials
	"Best Fit" and the Problem of Overfitting
	Electricity and Temperature
	Exercises
Multiple Regression	House Price Data
	US Temperature Data
	Air Pollution
	Using a Discrete Predictor in a Regression Model
	Headache and Pain Reliever
	Exercises
Categorical Data Analysis	Analysing Discrete Data
	Rogaine
	Seat belt use and Injuries
	Simpson's Paradox
	Exercises
Analysis of Variance	Analysis of Variance - Basics
	Analysis of Variance - Modeling
	Analysis of Variance - Interaction
	Mothers and Cocain Use
	Cancer Survival
	Capacity of Wells
	Cultural Differences
	Hearing Aids
	Oxygen Concentration and Fermentation
	Film Coatings
	Water Quality and Mining
	Noise and Air Filters
	Exercises