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STAT3012 (18)

Class Notes for STAT3012 at University of Sydney

Applied Linear Models

STAT3012 Lecture Notes - Lecture 1: Robust Regression, List Of Statistical Packages

STAT3012 Applied Linear Models General Information This page contains information on the Senior mainstream Unit of Study STAT3012 Applied Linear Models. Taught in Semester 1. Credit point value: 6. ...

Statistics
STAT3012
All Professors
STAT3012 Lecture Notes - Lecture 12: Numerical Stability, Simple Linear Regression, Correlation And Dependence

find more resources at oneclass.com Lecture 12 - Polynomial regression New concepts Polynomial regression Orthogonal polynomials The poly, vcov and cov2cor command Applied Linear Models: Lecture 12 1 find more resources at...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 11: Gross Domestic Product, Feature Selection, Stepwise Regression

find more resources at oneclass.com Lecture 11 - Variable selection: Stepwise, AIC and BIC New concepts Stepwise variable selection The step command The AIC, Cp and BIC variable selection criterion Applied Linear Models: L...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 20: Test Statistic, Null Hypothesis, Weight Function

find more resources at oneclass.com Lecture 20 Assessing normality New concepts Pearsons chi-squared test Goodness of t tests based on the empirical distribution function Kolmogorov-Smirnov test, Cramer-von Mises test, And...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 10: Semiparametric Regression, Box Plot, Google

find more resources at oneclass.com Lecture 10 - Variable selection: Backward and forward New concepts Backward variable selection The drop1 and update command Forward variable selection The add1 command Applied Linear Mod...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 15: Box Plot, Null Hypothesis, Test Statistic

find more resources at oneclass.com Lecture 15 More on 1-way ANOVA New concepts Partitioning ANOVA sums of squares The ANOVA table Treatment sum of squares and its distribution Independent contrasts Applied Linear Models: ...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 17: Categorical Variable, Covariate, Scatter Plot

find more resources at oneclass.com Lecture 17 Quantitative factors New concepts Quantitative factor Polynomial regression and ANOVA Nesting of linear eects Bartlett test to assess homoscedasticity assumption Applied Linea...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 14: Dfs Furniture, Design Matrix, Data Set

find more resources at oneclass.com Lecture 14 One-way ANOVA One-way ANOVA was already covered in S2x12 and is therefore assumed knowledge. However, in this course we derive all underlying quantities more carefully and it ...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 18: National Institute Of Justice, Covariate, Dependent And Independent Variables

find more resources at oneclass.com Lecture 18 2-way ANOVA New concepts 2-way analysis of variance Main eects Interaction eects Applied Linear Models: Lecture 18 1 find more resources at oneclass.com

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 13: Scatter Plot, Main Sequence, Symmetric Function

find more resources at oneclass.com Lecture 1 - Robust regression New concepts Robustness and regression Ecient and resistant regression L1 regression M estimation, MM estimation Least-median-squares and least-trimmed-squa...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 16: Analysis Of Variance, Studentized Range, Multiple Comparisons Problem

find more resources at oneclass.com Lecture 16 Multiple comparisons New concepts Multiple comparisons Tukey, Sche e and Bonferroni corrections Data snooping Applied Linear Models: Lecture 16 1 find more resources at onecla...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 8: Criffel, Simple Linear Regression, Scatter Plot

find more resources at oneclass.com Lecture 8 - Multiple regression New concepts Outlying points in R p Leverage Studentized residuals Cooks distance Outlier detection 1-way ANOVA as a linear regression model Special ANCOV...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 9: Test Statistic, Memory Stick, Analysis Of Variance

find more resources at oneclass.com Lecture 9 - General F-test Multicollinearity New concepts The general F-test Choosing between alternative models The common slope model Model formulation in R and the use of I() Multicol...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 6: Dependent And Independent Variables, Model Selection, Pearson Product-Moment Correlation Coefficient

find more resources at oneclass.com Lecture 6 - Multiple regression New concepts Multiple regression Polynomial regression Adjusted R 2 Single parameter t-tests Predicted values and condence intervals in multiple regressio...

Statistics
STAT3012
Michael
STAT3012 Lecture Notes - Lecture 5: Standard Deviation, Forb, Sampling Distribution

find more resources at oneclass.com Lecture 5 - Inference and prediction in simple linear regres- sion New concepts Hypothesis testing for 0 and 1 Condence intervals for 0nd 1 2 Condence interval for confint() command Appl...

Statistics
STAT3012
Michael
Statistics - Reference Guides

This Guide provides an easy to follow summary of all basic principles that are the foundation to Statistics and Probabilities. Using a combination of charts and sample equations, the key concepts are developed and the esse...

Econometrics
ETC2430
All Professors

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