STAT2402: Analysis of Observations
Week 1 Lecture Slides
Julie Marsh
School of Mathematics and Statistics
July 29, 2014
1
What is this unit is about?
2
What do we already know?
3
Recap on Gaussian linear models.
4
Introduction to R.
Unit Aims and Objectiv
STAT2402: Analysis of Observations
Julie Marsh
School of Mathematics and Statistics
October 28, 2014
Week 13: Likelihood
Condence intervals and hypothesis tests
Deviance and Model Comparisons
Outline
This week
Use the properties of MLEs to perform the cal
STAT2402: Analysis of Observations
Julie Marsh
School of Mathematics and Statistics
October 23, 2014
Week 12: Maximum likelihood estimation (cont)
Likelihood information
Sampling distributions of MLEs
Maximum likelihood estimation: Recap of Weeks 10 and 1
STAT2402: Analysis of Observations
Julie Marsh
School of Mathematics and Statistics
October 14, 2014
Week 11: Maximum likelihood estimation:
Analytic and Numerical Solutions.
Maximum likelihood estimation: Recap of Week 10
Last week
Brief overview of like
STAT2402: Analysis of Observations
Julie Marsh
School of Mathematics and Statistics
October 7, 2014
Week 8: Likelihood construction and visualising
Review of material covered so far
So far we have used
probability models to describe discrete data using th
STAT2402: Analysis of Observations
Julie Marsh
School of Mathematics and Statistics
Week 9: Negative Binomial Regression
The Negative Binomial probability model.
The Negative Binomial regression model.
Interpretation
Estimation and inference
Model Assessm
STAT2402: Analysis of Observations
Julie Marsh
School of Mathematics and Statistics
Week 8: Poisson Regression
The Poisson probability model.
The Poisson log-linear regression model.
Interpretation
Estimation and inference
Model Assessment
Recommended rea
STAT2402: Analysis of Observations
Week 6 Lecture Slides
Julie Marsh
School of Mathematics and Statistics
September 2, 2014
Week 6: Logistic regression for binomial data
Brief recap on logistic regression for a binary response.
The logistic regression mod
STAT2402: Analysis of Observations
Week 5 Lecture Slides
Julie Marsh
School of Mathematics and Statistics
August 26, 2014
Week 5: Binary Logistic Regression
The logistic regression model.
Regression coecients:
Interpretation
Estimation and inference
Model
STAT2402: Analysis of Observations
Week 4 Lecture Slides
Julie Marsh
School of Mathematics and Statistics
August 19, 2014
Week 4: Analysis of tables of count data
Sampling schemes
Chi-squared (2 ) Test
Fishers Exact Test
Recommended reading: Statistical S
STAT2402: Analysis of Observations
Week 3 Lecture Slides
Julie Marsh
School of Mathematics and Statistics
August 12, 2014
Week 3: Comparison of proportions and odds
Dierence between two proportions.
Ratios of proportions: Odds ratios.
Recommended: Statist
STAT2402: Analysis of Observations
Week 2 Lecture Slides
Julie Marsh
School of Mathematics and Statistics
August 5, 2014
Week 2: Inference for proportions
Bernoulli and Binomial distributions
Statistical inference for proportions
Estimators, sampling dist