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7/19/2015 ThinkAgain­CarnegieMellonToday
http://www.carnegiemellontoday.com/issues/september­2007­issue/feature­stories/think­again/ 1/3
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IssueHome|>ThinkAgain
ThinkAgain 0
By: Jonathan Szish
About130computersciencefreshmenaregatheredinside7500WeanHall,thebiggestclassroominaneight­story
buildingthathousesthecomputerscienceprogram.They’relearningaboutthe40­yearhistoryandcultureofcomputer
scienceatCarnegieMellon.It’sFreshmanImmigrationCourse,heldeachfall.JeannetteWing—whohasbeenthe
departmentheadfornearlyayearandahalf—stepsupandsayshello.Shegivesabriefhistorylesson.Andwhatahistory
itis:
Fromoutofabasementinthebusinessschool,professorsHerbertSimon,AllenNewell,andAlanPerlisfoundedthecomputerscience
departmentin1965.Perliswouldwinthe1966TuringAward—the“NobelPrize”ofcomputing—fortheworkhehaddoneasamember
oftheteamthatdevelopedtheALGOLcomputerprogramminglanguage,whichisconsideredthemostimportantlanguageofitserain
termsofitsinfluenceonlaterprogramminglanguages.In1975,NewellandSimonalsowontheTuringAwardfortheircontributionsto
artificialintelligenceandthepsychologyofhumancognition.In1978,SimonreceivedtheNobelPrizeinEconomicsforhistheoryof
decisionmaking,and,in1986,hewontheNationalMedalofScienceasdidNewellin1992.Theseluminariesestablishedanew
discipline,computerscience,that’snowtaughtatuniversitiesaroundtheworld,andtheyhelpedfoundthefieldofartificialintelligence—
thestudyofmakingmachines“think.”From1980to1988,NicoHabermannservedastheheadoftheUniversity’scomputerscience
department.In1985,heco­foundedCarnegieMellon’sSoftwareEngineeringInstitutewithProvostAngelJordan.In1988,whenthe
computersciencedepartmentbecameoneoftheUniversity’ssevencolleges,Habermannbecamethefirstdean.From1991to1993,
HabermannheldtheprestigiouspositionofassistantdirectorforComputerandInformationScienceandEngineeringattheNational
ScienceFoundation.
Whenthehistorylessonisover,ahandpopsup.
“So,Dr.Wing,whatareyougoingtocreatefortheuniversity?”thefreshmanasks.
Gulp.Winghasneverreceivedaquestionlikethisinherinher20yearsasaCarnegieMelloncomputerscienceprofessor.
“Hmmmm,”shepauses.Andthenitcomestoher:“Idohaveavisionthatgoesbeyondtheseinstitutionalwalls.Itisa
visionfortheentirefieldofcomputerscience.Ascomputingbecomesmoreandmoreapartofoureverydaylives,Ibelieve
thattofunctioninmodernsociety,everyonewillneedtobeabletothinklikeacomputerscientist.Icallthis‘computational
thinking.’”
Computationalthinking—thewordsJeannetteWingfirstpubliclyutteredinfall2005,inresponsetothatfreshman’s
question—isawayofunderstandingallthequantumleapsthathavehappenedinsocietyinthepast50years.Thecatchy
bannertermandtheideabehinditaretheguidingforcebehindanewCenterforComputationalThinkingatCarnegie
MellonsponsoredbyMicrosoft.Itisbringingtogethertopresearchersfromuniversities,industry,andgovernmenttosolve
real­worldproblemsbyapplyingcomputerscienceknow­howtootherfieldslikephysics,economics,andtheenvironment.
So,whatmakescomputationalthinkingsuchabreakthrough?Atitscore,computationalthinkingisabouttwothings:
abstractionandautomation.
Abstractionisawayoffocusingattentionontherelevantdetails,ignoringtheirrelevant.
Automationmeansgettingmachinestoautomaticallymakesenseoftheavalancheofdatathatischaracterizingmoreand
morefieldsofstudytoday.RobertConstable,deanoffacultyandinformationscienceatCornellUniversity,sayscomputers
arenowaboutfourhundredbilliontimesfasteratnumericalcalculationthanhumans,andthey’regettingfasteryearby
year—that’swhereautomationcomesin.Forexample,somemathematicalproofsaresocomplexthatonlyacomputer
canverifythem.
WhenthetwoAs—abstractionandautomation—areappliedtoeconomics,theenvironment,oranyotherfield,complex
problemsthatwerepreviouslyunsolvablecanbesolved.That’sthegistofcomputationalthinking.Wingbelievesthat
computationalthinkingwillbeafundamentalskillusedbyeveryoneintheworldwithin50years.Itisalreadychangingthe
world.
WebsiteslikeAmazon.comandeBayusecomputationalthinkingintheformofalgorithms,whicharesetsofinstructions—
thinkrecipes—thatmakecomputersperformtasks.TheWebsiteshelpedtocreateanewWeb­basedeconomythattrades
7/19/2015 ThinkAgain­CarnegieMellonToday
http://www.carnegiemellontoday.com/issues/september­2007­issue/feature­stories/think­again/ 2/3
inbillionsofdollarsthroughtransactionsthattakeseconds,nothours.
Lawfirmsareanotherexample.Documentdiscovery(findingdocumentsrelevanttoacase)usedtorequireteamsof
lawyerstolookthroughthousandsofpiecesofevidencethatcouldmakeorbreakacase.Nowlawfirmsusedocument
clusteringandvisualizationtechniques,basedonmachinelearninganddatamining.Documentsareelectronically
scanned,annotated,andsharedamonglawyers.
Meanwhile,scientistsattheInstituteforSystemsBiologyinSeattleandtheUniversityofTexasareusingcomputational
thinkingtodistinguishbetweentwosimilarformsofcancertohelppeoplegettherighttreatment.Tworarecancers—
gastrointestinalstromaltumor(GIST)andleiomyosarcoma(LMS)—haveverysimilarappearancestopathologists,making
itdifficulttodiagnosethemcorrectly.However,distinguishingbetweenthetwocancersdeterminesthemosteffective
therapy.PeoplewithGISTrespondpoorlytostandardchemotherapybutoftenexperiencebetterresultsaftertakingthe
oraldrugGleevec.LMSpatientsarejusttheopposite:They’reresistanttoGleevecbutresponsivetostandard
chemotherapy.ScientistshavestudieddifferencesonasetofsamplesfromGISTandLMSpatientsbymeasuringthe
expressions,orreactions,ofallgenesinthetwotypesofcancer.Theproblemcouldbestatisticallystaggering,owingto
thetensofthousandsofmeasurementsinvolvedinreadinghumangenes.Butscientistsmakesenseofthedatawith
computers—specificallythroughacomputationalthinkingalgorithmthatallowsacomputerto“see”patternsinthedata,
whichhelpsscientistsdifferentiatethetwotypesofcancerswithnear­perfectaccuracy.
“Suchcomputationalapproachesaremakingitpossibletofindaccurateandearlydiagnosticmarkersandareusheringina
neweraofpredictive,preventive,andpersonalizedmedicine,”saysIlyaShmulevich,anassociateprofessorattheInstitute
forSystemsBiologywhosupervisedthecomputationalworkinthatstudy.
Thisisjustoneexample.Wingaddsthatcomputationalthinkingoffersmuchmorethantheabilitytosiftthroughmountains
ofdata.
Computationalthinkingisawayhumanssolveproblems;itisnottryingtogethumanstothinklikecomputers.Computersaredulland
boring;humansarecleverandimaginativeandmakecomputersexciting.Equippedwithcomputingdevices,weuseourclevernessto
tackleproblemswewouldnotdaretakeonbeforetheageofcomputingandbuildsystemswithfunctionalitylimitedonlybyour
imaginations.
Thosewordsaretakendirectlyfromhermanifestoonthefutureofcomputing.Itwasathree­pagearticlepublishedin
March2006intheCommunicationsoftheAssociationforComputingMachinery,awidelyreadcomputingjournal.
Computationalthinkingisafundamentalskillforeveryone,notjustforcomputerscientists.Toreading,writing,andarithmetic,weshould
addcomputationalthinkingtoeverychild’sanalyticalability.…Ubiquitouscomputingwasyesterday’sdreamthatbecametoday’sreality;
computationalthinkingistomorrow’sreality.
Atleast500congratulatoryemailsfromaroundtheworldfilledherinboxafterthearticlewaspublished.PabloAzero,a
computerscienceprofessorinBolivia,translateditintoSpanish.“Itisnoteasytofindarticlesthatdescribesoprecisely
whatarethemainpointsofacomputerscientist’swayofthinking,”saysAzero,whoteachesatUniversidadMayordeSan
SimoninCochabamba.HealsosaysWing’sarticleisimportantbecausemanycomputerscientistsheencountersinBolivia
underestimatetheirprofession,oftenseeingthemselvesasmeretechnicians.
Perhapshermostnoteworthyspeechoncomputationalthinkinghappenedtwoyearsagoatthe21stCenturyComputing
Conference,hostedbyMicrosoftResearch­AsiaatZhejiangUniversityinHangzhou,China.Theconferencehallwasfilled
withhundredsofdeans,professors,andstudentsfromtheAsiaPacificregion.
Microsoftsubsequentlyincludedanexcerptofherspeechinits90­page,highlyacclaimedreport,Towards2020Science.
AndTheRoyalSocietyofLondon,whichistheUnitedKingdom’snationalacademyofscience,hasaskedWingto
participateinasymposiumnextspring,billedasComputersandUbiquitousComputing.
Themomentumisundeniable.
“Ithinkatthispointalotofpeoplebelievethisconceptofcomputationalthinkingisvalidandhastremendouspotential,”
saysSaileshChutani,directorandfounderoftheexternalresearchandprogramsgroupatMicrosoftResearchin
Redmond,Wash.“Thekeyherewouldbetoreallyputmoremeatandsubstanceunderthelabel,ifyoulike.Youhaveto
evolvethisideaofcomputationalthinkingsoitismeaningfulforabiologist,foranastronomer,foraphysicist.”
Whatdoescomputationalthinkingmeanforeachofthosesciences?Whatarethetoolsandtechniquesthatcomewith
computationalthinking?Andhowwilltheyhelpeachdisciplinesolveasetofproblems?
That’swheretheCenterforComputationalThinkingcomesin.Itwilltakenewapproachestoproblemsolvingbyputting
computingatthecore.Thecenterwasmadepossiblebyathree­year,$1.5milliongrantfromMicrosoft.Chutaniisonits
steeringcommittee,whichdetermineswhichprojectsthecenterfunds.ThecenterexistsintheCarnegieMellonSchoolof
ComputerScienceandhasthreepriorities.
PROBEs,orproblem­orientedexplorations.PROBEsareexplorationsoffindingsolutionstoproblemsinspiredbythereal
world.Teamsofstudentsandfacultyworktogethertocomeupwithsolutionstoaspecificproblemthatcanthenbe
generalizedtosolveaproblemapplicabletoadomainpossiblydifferentfromtheonethatoriginallyinspiredtheproblem.
ThefirstPROBEwillbeonparallelthinking.
MindSwaps:Theseareannual,one­dayeventsforCarnegieMellonandMicrosoftresearchers,students,andfacultytoget
7/19/2015 ThinkAgain­CarnegieMellonToday
http://www.carnegiemellontoday.com/issues/september­2007­issue/feature­stories/think­again/ 3/3
togetherandsharedataresourcesandcollaborateonchallengesfacingthefieldofcomputing.ThefirstMindSwapwillbe
onprivacy.
Inaddition,thecenterwilldevelopanddisseminatecoursesandcurriculasuitableforgraduateandundergraduate
students,aswellasK–12classes.Themessagehere:Today’syoungpeople,armedwithcomputationalthinking,
cansolvethebigproblemsoftheworldthatpreviousgenerationscouldnot.
TheCenterforComputationalThinkingismovingforwardwithoutWing.Althoughsheisstillofficiallythedirectorofthe
center,shehastakenaleaveofabsencefromCarnegieMellontobecomeassistantdirectorforComputerandInformation
ScienceandEngineeringattheNationalScienceFoundation(thesamepostthatCarnegieMellon’sNicoHabermannheld
from1991to1993).Inthepost,Wingwillguideandmanagefundingforthefederalagency,whichsupportsresearchin
computerandinformationscienceandengineering.TheappointmentsaysalotaboutthecultureofinnovationatCarnegie
Mellon.
“Itisarguablythemostpowerfulpositioninthefederalgovernmentrelatedtocomputerscience,”saysCarnegieMellon
PresidentJaredCohon.“Jeannetteisresponsibleforsomethinglike$500millioninfundingforcomputerscience.She’llbe
averyimportantvoice—maybethemostimportantvoice—whenitcomestorepresentingcomputersciencewithinthe
government.”
AtCarnegieMellon,it’sevidentthatcomputationalthinkingisembracedacrosstheUniversity.Thereare12degree
programsorminorsthathavethename“computational”inthetitle,suchascomputationalneuroscience,computational
finance,andcomputationalandstatisticallearning.
Andglimpsesoftheideainpracticearealmosteverywhere.
“I’vestartedtoseehowIusecomputingprinciplesinmylifemoreandmore,”saysCarnegieMelloncomputerscience
lecturerTomCortina.HerunsasummerworkshopcalledComputerScienceforHighSchool(CS4HS)thatfeaturesways
forhighschooleducatorstoincorporatecomputationalthinkingintotheirclasses.
“Doinglaundry,forexample,nowhas‘pipelining’writtenalloverit.OrwhenIgothroughmybankstatementsathomeand
needtoorganizethem,IimmediatelythinkaboutthebestsorttousesoIcangettheworkdonequickly.Thelistgoeson
andon.WhatIseeisthateveryonecanusetheseideastoimprovetheirlives,notjustcomputerscientists.”
JonathanSzishisafreelancewriterandformeraward­winningnewspaperreporter.
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