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統計學英文試題及答案
一、單項選擇題(每題2分,共10題)1.Whichofthefollowingisameasureofcentraltendency?A.RangeB.VarianceC.MeanD.Standarddeviation答案:C2.Thedatathatcantakeononlyspecificvaluesiscalled___.A.ContinuousdataB.DiscretedataC.NominaldataD.Ordinaldata答案:B3.Asampleis___.A.TheentiregroupofinterestB.AsubsetofthepopulationC.AlwaysnormallydistributedD.Ameasureofdispersion答案:B4.Thestandardnormaldistributionhasameanof__andastandarddeviationof__.A.0,0B.1,0C.0,1D.1,1答案:C5.If\(P(A)=0.4\)and\(P(B)=0.3\),and\(A\)and\(B\)areindependentevents,then\(P(A\capB)\)is___.A.0.12B.0.7C.0.4D.0.3答案:A6.Thesymbol\(\mu\)representsthe___.A.SamplemeanB.PopulationmeanC.SamplevarianceD.Populationvariance答案:B7.Az-scoremeasures___.A.ThenumberofstandarddeviationsadatapointisfromthemeanB.ThevarianceofadatasetC.TherangeofadatasetD.Themodeofadataset答案:A8.Whichdistributionisoftenusedtomodelthenumberofeventsoccurringinafixedintervaloftimeorspace?A.NormaldistributionB.BinomialdistributionC.PoissondistributionD.Uniformdistribution答案:C9.Inregressionanalysis,thevariablethatisbeingpredictediscalledthe___.A.IndependentvariableB.DependentvariableC.PredictorvariableD.Explanatoryvariable答案:B10.Thecoefficientofdetermination\(R^{2}\)measures___.A.ThestrengthofthelinearrelationshipbetweentwovariablesB.TheslopeoftheregressionlineC.ThestandarderroroftheestimateD.Thecorrelationcoefficient答案:A二、多項選擇題(每題2分,共10題)1.Whichofthefollowingaremeasuresofdispersion?A.MeanB.MedianC.RangeD.StandarddeviationE.Variance答案:CDE2.Typesofdatascalesinclude___.A.NominalB.OrdinalC.IntervalD.Ratio答案:ABCD3.Whichofthefollowingstatementsaboutthenormaldistributionarecorrect?A.Itissymmetricaboutthemean.B.Themean,median,andmodeareequal.C.Ithasabell-shapedcurve.D.Thetotalareaunderthecurveis1.答案:ABCD4.Inhypothesistesting,thetypesoferrorsare___.A.TypeIerrorB.TypeIIerrorC.SamplingerrorD.Measurementerror答案:AB5.Thefollowingarepropertiesofthecorrelationcoefficient\(r\):A.\(-1\leqr\leq1\)B.If\(r=1\),thereisaperfectpositivelinearrelationship.C.If\(r=0\),thereisnolinearrelationship.D.Itmeasuresthestrengthanddirectionofthelinearrelationshipbetweentwovariables.答案:ABCD6.Whichofthefollowingdistributionsarediscrete?A.BinomialdistributionB.PoissondistributionC.NormaldistributionD.Uniformdistribution(discretecase)答案:ABD7.Whenconstructingaconfidenceintervalforthepopulationmean,factorsthataffectthewidthoftheintervalinclude___.A.SamplesizeB.LevelofconfidenceC.StandarddeviationofthesampleD.Meanofthesample答案:ABC8.InANOVA(AnalysisofVariance),wecompare___.A.MeansofmultiplegroupsB.VariancesofmultiplegroupsC.StandarddeviationsofmultiplegroupsD.Mediansofmultiplegroups答案:A9.Whichofthefollowingareusedindataexploration?A.HistogramsB.BoxplotsC.ScatterplotsD.Piecharts答案:ABCD10.Thestepsinhypothesistestingtypicallyinclude___.A.StatingthenullandalternativehypothesesB.SelectingasignificancelevelC.CalculatingtheteststatisticD.Makingadecision答案:ABCD三、判斷題(每題2分,共10題)1.Themedianisalwayslessthanthemeaninaright-skeweddistribution.(False)2.Alargevarianceindicatesthatthedatapointsareclosetothemean.(False)3.Iftwoeventsaremutuallyexclusive,theyarealsoindependent.(False)4.Thet-distributionhasfattertailsthanthestandardnormaldistribution.(True)5.Thecoefficientofvariationistheratioofthemeantothestandarddeviation.(False)6.Inasimplerandomsample,everymemberofthepopulationhasanequalchanceofbeingselected.(True)7.Thenullhypothesisisalwaysthehypothesisthatwearetryingtoprove.(False)8.Anegativecorrelationcoefficientindicatesaweakrelationshipbetweentwovariables.(False)9.Theexpectedvalueofadiscreterandomvariableisthesameasitsmean.(True)10.Thesumoftheprobabilitiesofallpossibleoutcomesinasamplespaceis1.(True)四、簡答題(每題5分,共4題)1.Whatisthedifferencebetweenapopulationandasample?Answer:Apopulationistheentiregroupofindividualsorobjectsofinterest.Asampleisasubsetofthepopulation,selectedtorepresentthepopulationforstudy.2.Explaintheconceptofaconfidenceinterval.Answer:Aconfidenceintervalisarangeofvalueswithinwhichthetruepopulationparameterislikelytolie.Itiscalculatedbasedonsampledataandachosenlevelofconfidence,like95%or99%.3.Whatistheroleofthecorrelationcoefficientinstatistics?Answer:Thecorrelationcoefficient(\(r\))measuresthestrengthanddirectionofthelinearrelationshipbetweentwovariables.Valuesrangefrom-1to1.Apositive\(r\)indicatesapositivelinearrelationship,negative\(r\)anegativeone,and\(r=0\)impliesnolinearrelationship.4.DescribethepurposeofANOVA.Answer:ANOVA(AnalysisofVariance)isusedtocomparethemeansofthreeormoregroups.Ittestswhethertherearesignificantdifferencesamongthegroupmeansbyanalyzingthevarianceswithinandbetweenthegroups.五、討論題(每題5分,共4題)1.Discusstheimportanceofsamplinginstatisticalanalysis.Answer:Samplingiscrucialasit'softenimpossibletostudyanentirepopulation.Awell-chosensamplecanrepresentthepopulationaccurately.Itsavestime,cost,andresources.However,samplingerrorscanoccur.Propersamplingmethodsensurereliableresultsformakinginferencesaboutthepopulation.2.Explainhowhypothesistestingworksanditssignificanceinresearch.Answer:Hypothesistestingstartswithstatingnullandalternativehypotheses.Ateststatisticiscalculatedfromsampledata.Basedonasignificancelevel,wedecidewhethertorejectorfailtorejectthenullhypothesis.Ithelpsresearchersmakedecisions,validatetheories,anddetermineifresultsaresignificant.3.Compareandcontrastthenormaldistributionandthebinomialdistribution.Answer:Thenormaldistributio
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