ESMA 4002 Mathematical Statistics II

General Syllabus
List of Stories of the Data sets
Homeworks and Exams
Some Basic Ideas and Concepts Introduction to Statistics
Probability in Statistics Probability Theory
Conditional Random Variables
Limit Theorems
Distribution Arising in Statistics
The Likelihood Function
Bayesian vs Frequentist Statistics Introduction
  More about Priors
Point Estimation Estimators
Hypothesis Testing Hypothesis Testing
Evaluating Hypothesis Tests
Methods for Finding Hypothesis Tests
A Simple Example
A Longer Example - Continued
Interval Estimation Basics
  Methods for Finding Interval Estimates
Bernoulli - Binomial Parameter p
A Longer Example - Continued
Some Standard Problems Difference in Proportions
  Two-way Tables
  Ordinary Linear Regression
  Goodness of Fit Tests
The Bootstrap Basic Idea
  Some Applications
Other Stuff Tables of Critical Values
  Statistics Tables Calculator