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Stat342
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Stat 342 - Introduction to Statistical Computing and Exploratory Data Analysis - SASAt Simon Fraser University - Burnaby Campus September-December (Fall) 2016 SFU Website Syllabus See Wk 1-1 notes for more details and some overriding information. Usual Office Hours: Monday, Wednesday, Thursday 3-4pm. In the statistics workshop. Filled Lecture Notes Week 1 , policies, schedule. How to install SAS. Introduction to other references. General introduction to SAS. Week 2 , Data steps and proc steps. The compile phase and the execution phase. Proc print. Proc contents. Input and output. Week 3 , What is SQL. Proc SQL. Select command. from, group by, order by, where clauses. Create table command. Week 4 , SQL inner/left/right/outer merges, concatenations. Making new variables from old ones. Missing values. Scanned Examples Week 5 , Random number generation. Special variables in data steps. Setting labels. Do loops and data step behaviour. Practice midterm questions, Week 6, Midterm , and midterm key Week 7 , Proc IML (SAS/IML) Defining Matrices, computations with matrices, and saving/loading with IML. Week 8 , Continous data: proc means, proc univariate, proc sgplot, proc corr. Week 9 , a brief introduction to ANOVA. Using proc glm for anova. Week 10 , proc glm for simple regression, regression with interactions, polynomial terms, and categorical variables. Proc glmselect for model selection. Week 11 missed due to illness. Week 12 , Proc glm for mixed effects models. Proc logistic for logistic regression, and for ordinal and multinomial regression. Week 13 , Proc kde for Kernel Density Estimation, proc sgplot for loess curves, proc glm for interaction plots, proc logistic for ROC (Receiver Operator Characteristic) curves. Course wrap-up. Practice Final Exam and Practice Final Exam practice key Final Exam Lab Notes Week 2 , Loading and Saving. Week 3 , SQL. Week 4 , manipulating datasets with the data step. Week 7 , IML. Week 8 , proc means and proc univariate. Week 9 , proc ttest, anova, npar1way. Week 10 , proc glm, sgplot, freq. Week 11 , proc glm continued. Week 12 , graphing. Readings: Textbook: SAS and R - Data Management, Statistical Analysis, and Graphics. by Ken Kleinman and Nicholas J. Horton. Databases Systems, Ch 7. Basic SQL Additional References:
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