RefertothePoissonloglinearmodelin Section 7.4.2 for thehorseshoecrabs,withweightand color asexplanatoryvariables. (a) Whenyouviewascatterplot,identifyanunusualobservation.Re-fitthePoissonGLM without itanddescribehowtheestimateoftheweighteffectchanges. (b) FitthePoissonloglinearmodelwithweightandcolorpredictorsinwhichcoloristreated quantitativelywithscores(1,2,3,4).Comparetothecategorical-colormodelfittedin Section 7.4.2 (i)
Question:
RefertothePoissonloglinearmodelin Section 7.4.2 for thehorseshoecrabs,withweightand color asexplanatoryvariables.
(a) Whenyouviewascatterplot,identifyanunusualobservation.Re-fitthePoissonGLM without itanddescribehowtheestimateoftheweighteffectchanges.
(b) FitthePoissonloglinearmodelwithweightandcolorpredictorsinwhichcoloristreated quantitativelywithscores(1,2,3,4).Comparetothecategorical-colormodelfittedin Section 7.4.2 (i) bydescribingthecoloreffectforeach,(ii)bycomparingAICvalues.
Whichmodeldoyouprefer?Why?
(c) Fit themodelspermittinginteraction,withcolorasquantitative.Isthismodelpreferred to thecorrespondingmain-effectsmodelaccordingtoeitherstatisticalsignificanceor AIC?
(d) Repeat(b)and(c)usingnegativebinomialmodeling.Ofthevariousmodels,whichwould youselectforthesedata?Why?
Step by Step Answer:
Foundations Of Statistics For Data Scientists With R And Python
ISBN: 9780367748456
1st Edition
Authors: Alan Agresti