Probability On GMAT.docx
《Probability On GMAT.docx》由会员分享,可在线阅读,更多相关《Probability On GMAT.docx(16页珍藏版)》请在冰豆网上搜索。
ProbabilityOnGMAT
ProbabilityandGMAT
ThisisabriefcoursetogetyoupreparedtocrackprobabilityquestionsonGMAT.
Introduction
HowprobableisittogetprobabilityquestionsonGMAT?
Probabilityquestionsarebecomingincreasinglycommon.Theytendtobebundledamongthedifficultquestions,sohighscorerswillcommonlyencounter1,2,or3ofthem.Ifyouarealowscorerandarepressedfortime,considerskippingmostofthematerialpast"SimpleProbability."GMATisacomputer-adaptivetest,andlowscorersaren'tlikelytoencounterthemostdifficultprobabilityquestiontypes.
DoIhavetobeageniustosolveprobabilityquestions?
Absolutelynot.BoththisbriefcourseandGMATdonotrequireanymathknowledgebeyondwhatyoulearnedinyourhighschool.Youhavenottobeageniuseither.Justbesuretotrysolvingtheproblemsandgetagripofthesolutiontools,andyou'llcrackit.Totellyouthesecret,themythofthecomplexityoftheprobabilitytheoryissimplyanotherwaytosecurethemathinstructors'wages.
Whatisprobability?
Probabilityisameasureofhowlikelyisaneventtohappen.Itismeasuredinfractionsfrom0to1(0isimpossible,1isunavoidableorcertain).Sometimesitisdenotedinpercentages,againfrom0%to100%.
Whatareaneventandanoutcome?
Eventisanythingthathappens.Inprobabilitytheorywespeakofeventshavingoutcomesorresults.Acoinflip(anevent)hastwopossibleoutcomes—headsandtails.Adietosshassixpossibleoutcomes.Whenacoinisflipped(aneventistested),oneoftheoutcomesisobtained.Eitherheadsortails.
Howisprobabilityused?
Aprobabilityiscommonlydenotedasp(SomeEvent).So,p(Heads)=50%meansthatyouhave1chancein2togetheadsinacoinflip.Thisalsomeansthatifyouflipthecoin100times,you'llgetabout50heads.Butnotexactly50.Youmayget49,or63,orevennoheads.Butyou'remostlikelytogetsuchanumberofheadsthatwillbecloseto50.Thisworksforanyprobability.So,iftheprobabilityofgettingmarriedaftergoingtothecinemais3%,outof1,000moviesyou'llbemarriedabout1,000*3%=30times.Maybe26or34,buttheaverageexpectationis30.That'swhatyouuseprobabilityfor,apartfromcrackingGMAT.
A.SimpleProbability:
TheF/TRule
Ingeneral,theprobabilityofaneventisthenumberoffavorableoutcomesdividedbythetotalnumberofpossibleoutcomes.ThisisknownastheF/TRule,and90%oftheproblemsaresolvedwiththistool.Nokidding.
Probability = (# of favorable outcomes) / (# of possible outcomes)
Example1
Whatistheprobabilitythatacarddrawnatrandomfromadeckofcardswillbeanace?
Solution
Inthiscasetherearefourfavorableoutcomes:
1.theaceofspades,
2.theaceofhearts,
3.theaceofdiamonds,
4.theaceofclubs.
Sinceeachofthe52cardsinthedeckrepresentsapossibleoutcome,thereare52possibleoutcomes.Therefore,theprobabilityis4/52or1/13.Thesameprinciplecanbeappliedtotheproblemofdeterminingtheprobabilityofobtainingdifferenttotalsfromapairofdice.
Example2
Twofairsix-sideddicearerolled;whatistheprobabilityofhaving5asthesumofthenumbers?
Solution
Thereare36possibleoutcomeswhenapairofdiceisthrown(sixoutcomesforthefirstdietimessixoutcomesforthesecondone).Sincefouroftheoutcomeshaveatotalof5[(1,4),(4,1),(2,3),(3,2)],theprobabilityofthetwodiceaddingupto5is4/36=1/9.
Example3
Twosix-sideddicearerolled;whatistheprobabilityofhaving12asthesumofthenumbers?
Solution
Wealreadyknowthetotalnumberofpossibleoutcomesis36,andsincethereisonlyoneoutcomethatsumsto12,(6,6—youneedtorolldoublesix),theprobabilityissimply1/36.
Dinosaurexample
Ablondegirl(G.W.Bush,yourboss,orwhoeveryoulovetooheartily)wasaskedoncewhatistheprobabilityofmeetingadinosaurinthestreet.Theanswerwas:
"50%.Ieithermeetitornot."ThisishowyouDON'TusetheF/Trule.Whencountingtheoutcomes,makesurethat:
∙allofthemareequallylikelytohappen
∙youhavenotleftoutanypossibilitieswhencountingT
∙(quote)FandTareinthesamecurrency,i.e.ifFiscombinationsandTispermutations,you'llgetanerror.
Congratulations!
Nowyou'vecomethroughtheeasypart.Ifyou'refinewithmoderateGMATandamodestschoolinWestVirginiaorNevadadesert,youmayproudlyandhappilyabandonthiscourserighthere.
NOTE:
Thematerialfromhereonthroughtheendofthesectionisdenseandintendedonlyformediumtohighscorers.BecauseGMATisaCAT(computer-adaptivetest),itisrelativelyunlikelythatlowerscorerswillencounterthesequestions,and,iftheyareshortoftime,theyarebetteroffputtingtheirtimeintoothersections.
B.ProbabilityofMultipleEvents
Forquestionsinvolvingsingleevents,theF/Truleissufficient.Infact,itisoftensufficientforallothercasestoo.But,forquestionsinvolvingmultipleevents,someothertoolsmaybemoreappropriate.EvenwhentheproblemcanbesolvedwithF/T,thesetoolsstillmayprovideamoreelegantsolution.Here'rethetools:
NOTtool
Ifyouknowthattheprobabilityofanevent(oroneoftheoutcomes)isp,theprobabilityofthiseventNOThappening(ortheprobabilityofitNOThavingthisgivenoutcome),is(1-p).
p(not A) + p(A) = 1
ANDtool
Iftwo(ormore)independenteventsareoccurring,andyouknowtheprobabilityofeach,theprobabilityofBOTH(orALL)ofthemoccurringtogether(eventAandeventBandeventCetc)isamultiplicationoftheirprobabilities.
p(A and B) = p(A) * p(B)
p(A and B and C ... and Z) = p(A) * p(B) * p(C) * ... * p(Z)
SupposeIwillonlybehappytodayifIgetanemailandwinthelottery.I'vea90%chancetogetanemailand0.1%chancetowinthelottery.Whataremychancesforhappiness?
Sinceemailandlotteryareindependent(gettinganemaildoesn'tchangemylotterychances,andviceversa),wecanusetheANDtool:
p(emailandlottery)=p(email)*p(lottery)=90%*0.1%=0.09%;SoIhave9chancesin10,000...Notbad.
ORtool
Iftwo(ormore)incompatibleeventsareoccurring,theprobabilityofEITHERofthemoccurring(eventAoreventBoreventCetc)isasumoftheirprobabilities.
p(A or B) = p(A) + p(B)
p(A or B or C ... or Z) = p(A) + p(B) + ... + p(Z)
Incompatiblemeansthattheycan'thappentogether,i.e.p(AandB)=0.Incaseoftwocompatibleevents,theORtoollooksabitmorecomplicated:
p(A or B) = p(A) + p(B) - p(A and B)
IfweknowthatAandBareindependent,wecanapplyANDtooltorewrite:
p(A or B) = p(A) + p(B) - p(A) * p(B)
SupposeIwillnowbehappyinbothcases-eithergettinganemailorwinningthelottery.Whataremychancestohappinessnow?
p(emailorlottery)=p(email)+p(lottery)-p(email)*p(lottery)=90%+0.1%-0.09%=90.01%;Mychancesare9,001in10,000now.I'dratherchoosethisone.
Expressions/Bracketstool
Whenyou'rebeingaskedforsomethingcomplex,tryreducingittoeventsandoutcomes,andwritingaformula.Usebracketstodenotecomplexevents,suchas(AandB),or(Aand(BorC)),etc.ItiscommontouseANDasifitismultiplicationandORasifitisadditionintheorderpreference,i.e.(AandBorC)=((AandB)orC),but(Aand(BorC))<>(AandBorC).Whenyoufigureouttheformula,it'llbeeasytoreduceittosimplearithmeticoperationsbyusingNOT,AND,andORtools.
Eliminationtricks
Giventhat0<=p(A)<=1,yougetthefollowingrules:
1.p(AandB)<=p(A)
2.p(AorB)>=p(A)
3.p(AandB)<=p(AorB)
Thinkingoftheserulesisoftenanexcellentstrategyforeliminatingcertainanswerchoices.
Example4
Ifafaircoinistossedtwice,whatistheprobabilitythatonthefirsttossthecoinlandsheadsandonthesecondtossthecoinlandstails?
1.1/6
2.1/3
3.1/4
4.1/2
5.1
Solution
SupposefirsttossisA,secondisB.Weknowthatp(A_heads)=50%andthatp(B_tails)=50%.Also,AandBareindependent.So,p(A_headsandB_tails)=p(A_heads)*p(B_tails)=50%*50%=25%=1/4.AnswerisC.
Example5
Ifafaircoinistossedtwicewhatistheprobabilitythatitwilllandeitherheadsbothtimesortailsbothtimes?
1.1/8
2.1/6
3.1/4
4.1/2
5.1
Solution
LetfirsttossbeA,secondB.
p(Ah) = p(At) = p(Bh) = p(Bt) = 1/2
p(Ah and Bh) = p(Ah) * p(Bh) = 1/4
p(At and Bt) = p(At) * p(Bt) = 1/4
p((Ah and Bh) or (At and Bt)) = p(Ah and Bh) + p(At and Bt) = 1/4 + 1/4 = 1/2
NotethatANDruleworksbecauseAandBareindependent,andORruleworksbecause(AhandBh)and(AtandBt)areincompatible.
Alternatively,youmayuseF/Truletosolvethis.Enumerateoutcomesas(HH,HT,TH,TT).FavorableareHHandTT.So,p=2/4=1/2.AlthoughinthiscaseF/Truleworksmoregracefully,theAND/ORapproachisstillhelpful-youcanlearnitonsucheasyexamplesasthistoprepareforthemoredifficultones.
Example6
Abowmanhitshistargetin1/2ofhisshots.Whatistheprobabilityofhimmissingthetargetatleastonceinthreeshots?
Solution
Anoptimalwaytosolvethisistothinkthat(missingthetargetatleastonce)=1–(hittingiteverytime).So,p(hittingiteverytime)=p(shot1_hitandshot2_hitandshot3_hit)=p(shot1_hit)*p(shot2_hit)*p(shot3_hit)=1/2*1/2*1/2=1/8;p(missingatleastonce)=1–p(hittingiteverytime)=1–1/8=7/8.
Alternatively,usetheF/Trule.TheTareHHH,HHM,HMH,HMM,MHH,MHM,MMH,MMM.T=8.TheFareHHM,HMH,H