Exam (elaborations)
ISYE 6414 - UNIT 4 QUESTIONS AND 100% CORRECT ANSWERS 2024
- Course
- Institution
ISYE 6414 - UNIT 4 QUESTIONS AND 100% CORRECT ANSWERS 2024
[Show more]
Content preview
ISYE 6414 - UNIT 4 QUESTIONS AND100% CORRECT ANSWERS 2024
InLlogisticLregression,LweLmodelLthe__________________,LnotLtheLresponseLvariable,LgivenLtheLpredictingL
variables.L-LANSWERLprobabilityLofLaLsuccess
gLlinkLfunctionL-LANSWERLlinkLtheLprobabilityLofLsuccessLtoLtheLpredictingLvariables
3LassumptionsLofLtheLlogisticLregressionLmodelL-LANSWERLLinearity,LIndependence,LLogitLlinkLfunction
LinearityLassumptionLforLaLLogisticLModelL-
LANSWERLSimilarLtoLtheLregressionLmodelLweLhaveLlearnedLinLtheLpreviousLlectures,LtheLrelationshipLweLas
sumeLnow,LbetweenLtheLlink,LtheLgLofLtheLprobabilityLofLsuccessLandLtheLpredictedLvariable,LisLaLlinearLfunct
ion.
LogitLlinkLfunctionLassumptionL-
LANSWERLTheLlogisticLregressionLmodelLassumesLthatLtheLlinkLfunctionLisLaLso-
calledLlogitLfunction.LThisLisLanLassumptionLsinceLtheLlogitLfunctionLisLnotLtheLonlyLfunctionLthatLyieldsLs-
shapedLcurves.LAndLitLwouldLseemLthatLthereLisLnoLreasonLtoLpreferLtheLlogitLtoLotherLpossibleLchoices.
LogLoddsLfunctionL-
LANSWERLTheLlogitLfunctionLwhichLisLtheLlogLofLtheLratioLbetweenLtheLprobabilityLofLaLsuccessLandLtheLprob
abilityLofLaLfailure
WhatLisLtheLinterpretationLofLcoefficientLBetaLinLtermsLofLlogisticLregression?L-
LANSWERLtheLlogLofLtheLoddsLratioLforLanLincreaseLofLoneLunitLinLtheLpredictingLvariable,LholdingLallLotherLv
ariablesLconstant
WeLinterpretLtheLbetaLinLaLlogisticLregressionLmodelLinLrespectLto?L-LANSWERLtoLtheLoddsLofLsuccess
WhatLmethodLdoLweLuseLtoLestimateLtheLmodelLparameters?L-
LANSWERLMaximumLLikelihoodLEstimationLapproach
LogisticLregressionLisLdifferentLfromLstandardLlinearLregressionLinLthat:
, A)LItLdoesLnotLhaveLanLerrorLterm
B)LTheLresponseLvariableLisLnotLnormallyLdistributed.
C)LItLmodelsLprobabilityLofLaLresponseLandLnotLtheLexpectationLofLtheLresponse.
D)LAllLofLtheLabove.L-LANSWERLD
WhichLoneLisLcorrect?
A)LTheLlogitLlinkLfunctionLisLtheLonlyLlinkLfunctionLthatLcanLbeLusedLforLmodelingLbinaryLresponseLdata.
B)LLogisticLregressionLmodelsLtheLprobabilityLofLaLsuccessLgivenLaLsetLofLpredictingLvariables.
C)LTheLinterpretationLofLtheLregressionLcoefficientsLinLlogisticLregressionLisLtheLsameLasLforLstandardLlinearLr
egressionLassumingLnormality.
D)LNoneLofLtheLabove.L-LANSWERLB
InLlogisticLregression,
A)LTheLestimationLofLtheLregressionLcoefficientsLisLbasedLonLmaximumLlikelihoodLestimation.
B)LWeLcanLderiveLexactL(closeLformLexpression)LestimatesLforLtheLregressionLcoefficients.
C)LTheLestimationsLofLtheLregressionLcoefficientsLisLbasedLonLminimizingLtheLsumLofLleastLsquares.
D)LAllLofLtheLabove.L-LANSWERLA
UsingLtheLRLstatisticalLsoftwareLtoLfitLaLlogisticLregression,
A)LWeLcanLuseLtheLlm()Lcommand.
B)LTheLinputLofLtheLresponseLvariableLisLexactlyLtheLsameLifLtheLbinaryLresponseLdataLareLwithLorLwithoutLre
plications.
C)LWeLcanLobtainLbothLtheLestimatesLandLtheLstandardLdeviationsLofLtheLestimatesLforLtheLregressionLcoeffi
cients.
D)LNoneLofLtheLabove.L-LANSWERLC
UsingLMLE,LcanLweLderiveLestimatedLcoefficients/parametersLinLexactLform?L-
LANSWERLNo,LtheyLareLapproximateLestimatedLparameters
TheLsamplingLdistributionLofLMLEsLcanLbeLapproximatedLbyLa...L-LANSWERLnormalLdistribution
The benefits of buying summaries with Stuvia:
Guaranteed quality through customer reviews
Stuvia customers have reviewed more than 700,000 summaries. This how you know that you are buying the best documents.
Quick and easy check-out
You can quickly pay through credit card or Stuvia-credit for the summaries. There is no membership needed.
Focus on what matters
Your fellow students write the study notes themselves, which is why the documents are always reliable and up-to-date. This ensures you quickly get to the core!
Frequently asked questions
What do I get when I buy this document?
You get a PDF, available immediately after your purchase. The purchased document is accessible anytime, anywhere and indefinitely through your profile.
Satisfaction guarantee: how does it work?
Our satisfaction guarantee ensures that you always find a study document that suits you well. You fill out a form, and our customer service team takes care of the rest.
Who am I buying these notes from?
Stuvia is a marketplace, so you are not buying this document from us, but from seller brainscape. Stuvia facilitates payment to the seller.
Will I be stuck with a subscription?
No, you only buy these notes for $5.99. You're not tied to anything after your purchase.
Can Stuvia be trusted?
4.6 stars on Google & Trustpilot (+1000 reviews)
71498 documents were sold in the last 30 days
Founded in 2010, the go-to place to buy study notes for 14 years now