AS 3504 Final: 15 - Final Exam Q Distribution

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Published on 23 Nov 2019
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AS3504Fall2018FinalExamInfo
StudentName:____________________________
Score:_______/_______
Showallyourworkexceptforintermediatearithmeticcalculationstogetpartialcredit.Limited
partialcreditwillbegiven.Handinyourself‐madeformulanotecard.
18Questions,120Minutes
FinalExamQuestionDistribution(3Conceptual,1FromPowerpoint,1FromTrickyHW):
A. BasicLinearRegression
B. BasicLinearRegression
C. MultipleLinearRegression
D. MultipleLinearRegression
E. LinearModelValidation:Residuals,Influentialpoints,VIF,Cook’sdistance
F. VariableSelection:Automaticvariableselection,Adjusted𝑅,Mallow’sCp,AIC,BIC
G. ExtraLinearModelValidation/VariableSelection
H. StatisticalLearning:Bias‐VarianceTrade‐Off,Trainingvs.TestMSE,CrossValidation
I. Shrinkage:LASSO/RidgeRegression
J. DimensionReduction:PCR/PLS
K. GeneralizedLinearModels:Linearexponentialfamily
L. GeneralizedLinearModels:Predictions
M. GeneralizedLinearModels:Deviance,Residuals,LRT,AIC,BIC
N. CategoricalGLMs:Logisticregression
O. CategoricalGLMs:Proportionaloddsmodel
P. PoissonGLMs:Poissonregression
Q. PoissonGLMs:Poissonregression
R. ExtraTopicsConceptual
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