资源描述：
《统计学完全教程all of statistics》由会员上传分享，免费在线阅读，更多相关内容在学术论文-天天文库。
1、ToIsaPrefaceTakenliterally,thetitle“AllofStatistics”isanexaggeration.Butinspirit,thetitleisapt,asthebookdoescoveramuchbroaderrangeoftopicsthanatypicalintroductorybookonmathematicalstatistics.Thisbookisforpeoplewhowanttolearnprobabilityandstatisticsquickly.Itissuitableforgraduateoradvancedundergradu
2、atestudentsincomputerscience,mathematics,statistics,andrelateddisciplines.Thebookincludesmoderntopicslikenonparametriccurveestimation,bootstrapping,andclas-sification,topicsthatareusuallyrelegatedtofollow-upcourses.Thereaderispresumedtoknowcalculusandalittlelinearalgebra.Nopreviousknowledgeofprobabi
3、lityandstatisticsisrequired.Statistics,datamining,andmachinelearningareallconcernedwithcollectingandanalyzingdata.Forsometime,statisticsresearchwascon-ductedinstatisticsdepartmentswhiledataminingandmachinelearningre-searchwasconductedincomputersciencedepartments.Statisticiansthoughtthatcomputerscie
4、ntistswerereinventingthewheel.Computerscientiststhoughtthatstatisticaltheorydidn’tapplytotheirproblems.Thingsarechanging.Statisticiansnowrecognizethatcomputerscientistsaremakingnovelcontributionswhilecomputerscientistsnowrecognizethegeneralityofstatisticaltheoryandmethodology.Cleverdataminingalgo-r
5、ithmsaremorescalablethanstatisticianseverthoughtpossible.Formalsta-tisticaltheoryismorepervasivethancomputerscientistshadrealized.Studentswhoanalyzedata,orwhoaspiretodevelopnewmethodsforanalyzingdata,shouldbewellgroundedinbasicprobabilityandmathematicalstatistics.Usingfancytoolslikeneuralnets,boost
6、ing,andsupportvectorviiiPrefacemachineswithoutunderstandingbasicstatisticsislikedoingbrainsurgerybeforeknowinghowtouseaband-aid.Butwherecanstudentslearnbasicprobabilityandstatisticsquickly?Nowhere.Atleast,thatwasmyconclusionwhenmycomputersciencecolleagueskeptaskingme:“WherecanIsendmystudentstogetag
7、oodunderstandingofmodernstatisticsquickly?”Thetypicalmathematicalstatisticscoursespendstoomuchtimeontediousanduninspiringtopics(countingmethods,twodi-mensionalintegrals,etc.)attheexpenseofcoveringmodernconc
