Springer.Nolan.Speed.Stat.Labs.Mathematical.Statistics.Through.Applications.(Springer.2000)

Springer.Nolan.Speed.Stat.Labs.Mathematical.Statistics.Through.Applications.(Springer.2000)

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页数:299页

时间:2019-03-13

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1、ToBenandSammyD.N.ToSallyT.P.SThispageintentionallyleftblankPrefaceThisbookusesamodelwehavedevelopedforteachingmathematicalstatisticsthroughin-depthcasestudies.Traditionalstatisticstextshavemanysmallnumer-icalexamplesineachchaptertoillustrateatopicinstatisticaltheory.Here,wein

2、steadmakeacasestudythecenterpieceofeachchapter.Thecasestudies,whichwecalllabs,raiseinterestingscientificquestions,andfiguringouthowtoansweraquestionisthestartingpointfordevelopingstatisticaltheory.Thelabsaresubstan-tialexercises;theyhavenontrivialsolutionsthatleaveroomfordiffer

3、entanalysesofthedata.Inadditiontoprovidingtheframeworkandmotivationforstudyingtopicsinmathematicalstatistics,thelabshelpstudentsdevelopstatisticalthinking.Wefeelthatthisapproachintegratestheoreticalandappliedstatisticsinawaynotcommonlyencounteredinanundergraduatetext.TheStude

4、ntThebookisintendedforacourseinmathematicalstatisticsforjuniorsandseniors.Weassumethatstudentshavehadoneyearofcalculus,includingTaylorseries,andacourseinprobability.Wedonotassumestudentshaveexperiencewithstatisticalsoftwaresoweincorporatelessonsintoourcourseonhowtousethesoftw

5、are.TheoreticalContentThetopicscommontomostmathematicalstatisticstextscanbefoundinthisbook,including:descriptivestatistics,experimentaldesign,sampling,estimation,viiiPrefacetesting,contingencytables,regression,simplelinearleastsquares,analysisofvari-ance,andmultiplelinearleas

6、tsquares.Alsofoundherearemanyselectedtopics,suchasquantileplots,thebootstrap,replicatemeasurements,inverseregression,ecologicalregression,unbalanceddesigns,andresponsesurfaceanalysis.Thisbookdiffersfromastandardmathematicalstatisticstextinthreeessentialways.Thefirstwayisinhowt

7、hetopicoftestingiscovered.Althoughweaddresstestinginseveralchaptersanddiscussthez,t,andFtestsaswellaschi-squaretestsofindependenceandhomogeneity,Fishersexacttest,Mantel-Haenszeltest,andthechi-squaregoodnessoffittest,wedonotcoverallofthespecialcasesoftteststhataretypicallyfound

8、inmathematicalstatisticstexts.Wealsodonotcovernonparametrictests.Ins

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