TechnicalReportsandCommentary1.Hooker,Giles,2013,“OntheIdentiabi - PDF document

GilesHooker AssociateProfessorDepartmentofStatisticsandDataScienceDepartmentofComputationalBiologyCornellUniversityhttp://www.bscb.cornell.edu/˜hookerhttp://blogs.cornell.edu/modelmeanings/ContactDepartmentofBio.Stat.andComp.Bio.,E-mailgjh27@cornell.edu1186ComstockHallPhone:(1607)2551638CornellUniversityFax:(1607)2554698Ithaca,NY,14853EducationPhDStatistics,StanfordUniversity2004.MScStatistics,StanfordUniversity,2002.BScMathematicsHonours1,AustralianNationalUniversity,1999.BAPoliticalScience,AustralianNationalUniversity,1998.HonoursandAwards2011NSFCAREERAward2004TAoftheYear,DepartmentofStatistics,StanfordUniversity.2004LahaTravelAward,InstituteofMathematicalStatistics2003TAAward-DepartmentofStatistics,StanfordUniversity.2000FulbrightTimMatthewsMemorialAward2000ShandongProvinceAwardforExcellenceinTeaching1999UniversityMedalinMathematics,AustralianNationalUniversity1999HanaNeumannPrize,AustralianNationalUniversity1999AustralianNationalUniversityHonoursScholarship1997UniversityofNewSouthWalesSummerResearchScholarship1 ProfessionalExperienceMarch2019-AssociateProfessor,DepartmentofStatisticsandDataScienceandDepart-mentofComputationalBiology,CornellUniversity.July2016-December2019DirectorofUndergraduateStudies,BiometryandStatisticsMajor,CornellUniversityMay2012-March2019AssociateProfessor,DepartmentofBiologicalStatisticsandCom-putationalBiologyandDepartmentofStatisticalScience,CornellUniversity.June2012-June2016DirectorofGraduateStudies,GraduateFieldofStatistics,Cor-nellUniversity.June2012-September2013DirectorofGraduateStudies,GraduateFieldofBiometry,CornellUniversity.August2006-May2012AssistantProfessor,DepartmentofBiologicalStatisticsandCom-putationalBiologyandDepartmentofStatisticalScience,CornellUniversity.October2004-August2006Post-DoctoralFellow,McGillUniversity.June-September2003Intern,RobertBoschCorp.June2002-August2002Intern,AT&TResearch.Feb-July2000EnglishTeacher,ChiangChenIndustrialInstitute.Dec1999-Feb2000ResearchAssistant,ResearchSchoolofInformationSciencesandEngi-neering.Dec1998-Feb1999Intern,CommonwealthBankofAustralia.Dec1997-Feb1998ResearchScholar,UniversityofNewSouthWales.VisitingandAdjunctPositionsJuly2013-AssociateProfessor,DepartmentofHealthcarePolicyandResearch,WeillCor-nellMedicalCollege.May2014-January2021VisitingFellow,ResearchSchoolofFinance,ActuarialStudiesandAppliedStatistics,AustralianNationalUniversityApril-June2014HealthCareAnalyticsWorkingGroup,IBMResearch.Feb-April2014DepartmentofBiostatistics,JohnsHopkinsUniversity.Sept-Dec2013DepartmentofMathematicsandStatistics,UniversityofMelbourne.Sept-Dec2010ProgramontheAnalysisofObjectData,StatisticsandAppliedMathematicalSciencesInstitute.2 GrantsFundedNSFDEB-1933497,2020:“CollaborativeResearch:Ageneralapproachtopartitioningcontri-butionsfrommultipledriversaffectingindividuals,populations,andcommunities”,$750,000,co-PIwithS.Ellner,P.AdlerandR.Snyder.NSFTRIPODS1740882,2017:“DataSciencefortheSocialGood”,$1,497,238,co-PIwithK.Weinberger,J.Kleinberg,S.StrogatzandD.Schmoys.NSFDMS-1712554,2017:“StatisticalInferenceUsingRandomForestsandRelatedMeth-ods”,$335,078,PIwithL.Mentch.NVIDIAHardwareGrant,2014:“LinkingConvolutionalNeuralNetworks,RandomForestsandStatisticalInference”,PI.NIHR03DA036683,2014:“ShorteningtheSOAPP-R:Computer-basedopioidriskassess-ment”,$160,579,co-PIwithM.Finkelman.NSFDEB-1353039,2014:“IntegralProjectionModelsforPopulationsinVaryingEnviron-ments:ConstructionandAnalysis”,$652,847,co-PIwithS.Ellner,P.AdlerandR.Snyder.NSFDEB-125619,2013:“EffectsofRapidConsumerEvolutiononCommunityDynamics:predictionsandTestsina(Nearly)NaturalFoodWeb”,$200,000,co-PIwithS.EllnerandN.Hairstone.CTSCCommunityEngagementAward,2011:“HCVTestinginNYCCommercialSexVenues”,$20,000,co-IwithK.MarksandD.Daskalakis.NSFCDITypeII1125098,2011:“Bircast:NovelMachineLearningMethodsforUnderstand-ingContinent-ScaleMigration”,$1,217,895.co-IwithS.Kelling,andT.Diettrich.NSFDMS-1053252CAREER,2010:“DiagnosticsandExperimentalDesignforNonlinearDynamics”,$400,000.PI.NSFCMG-0934735,2009:“Functionalmodelingofclimate-ecosystemdynamics”,$350,000,co-PIwithS.RayandM.Friedl.NSFDEB-0813743,2008:“RapidEvolutionandtheDynamicsofComplexEcologicalCom-munities”,$539,957,co-PIwithS.Ellner,L.JonesandN.Hairstone.HatchNYC-150446,2007:“ExperimentalDesignforNonlinearProcessesinAgriculture”,$30,000,PI.BooksRamsay,JamesO.andGilesHooker,2017,“DynamicDataAnalysis:ModelingDatawithDifferentialEquations”,Springer.Ramsay,JamesO.,GilesHookerandSpencerGraves,2009,“FunctionalDataAnalysisinRandMatlab”,Springer.3 JournalPapersandBookChapters1.Snyder,Robin,StephenP.EllnerandGilesHooker,“Timeandchance:usingagepartition-ingtounderstandhowluckdrivesvariationinreproductivesuccess”,TheAmericanNatural-ist,inpress.2.Ghosal,IndrayudhandGilesHooker,2020,“BoostingRandomForeststoReduceBias;One-StepBoostedForestanditsVarianceEstimate”,JournalofComputationalandGraphi-calStatistics,inpress.3.Ye,ZiandGilesHooker,2020,“LocalQuadraticEstimationoftheCurvatureinaFunctionalSingleIndexModel”,ScandanavianJournalofStatistics,inpress.4.Ye,Zi,GilesHookerandStephenP.Ellner,2020,“TheJensenEffectandFunctionalSingleIndexModels:EstimatingtheEcologicalImplicationsofNonlinearReactionNorms”,AnnalsofAppliedStatistics,inpress.5.Coleman,Tim,LucasMentch,DanielFink,FrankLaSort,GilesHooker,WesleyHochachkaandDavidWinkler,2020,“StatisticalInferenceonTreeSwallowMigrations”,JournaloftheRoyalStatisticalSociety,SeriesC,inpress.6.GilesHooker,SophiaBrumer,ChrisopherZappaandEdwardMonahan“InferencestobeDrawnfromaConsiderationofPower-LawDescriptionsofMultipleDataSetsEachCom-prisedofWhitecapCoverage,WB,and10-mElevationWindSpeedMeasurements”,inRe-centAdvancesintheStudyofOceanicWhitecaps,P.VlahosandE.C.Monahan(Eds).7.Kilian,Nicole,YongdenZhang,LaurenLoMonica,GilesHooker,DerekToomre,ChoukriBenMamounandAndreas.M.Ernst,2020,“TrafckingandLocalizationofS-PalmitoylatedProteinsinPlasmodiumfalciparum-InfectedErythrocytes”,BioEssays,1900145.8.Javeed,Aurya,andGilesHooker,2020,“TimingObservationsofDiffusions”,StatisticsandComputing,30:405-417.9.J.Wen,P.K¨ohler,G.Duveiller,N.C.Parazoo,T.S.Magney,G.Hooker,L.Yu,C.Y.Chang,andY.Sun,2020“GeneratingaLong-TermRecordofHigh-ResolutionGlobalSolar-InducedChlorophyllFluorescence(SIF)byHarmonizingMultipleSatelliteInstruments:ACaseStudyforFusingGOME-2andSCIAMACHY”,RemoteSensingofEnvironment,inpress.10.Sinclair,DavidG.,andGilesHooker,2019,“SparseInverseCovarianceEstimationforHigh-throughputmicroRNASequencingDatainthePoissonLog-NormalGraphicalModel”,Jour-nalofStatisticalComputationandSimulation,inpress.11.Ellner,StephenP.,Snyder,RobinE.,Adler,PeterB.andGilesHooker,2019,“AnExpandedModernCoexistenceTheoryforEmpiricalApplications”,EcologyLetters,22(1):3-18.12.Goryaynov,Alexander,NicoleKilian,MarkLessard,DerekToomre,JamesRothman,GilesHookerandJ¨orgBewersdorf,2018“Assessingphotodamageinlive-cellSTEDmicroscopy”,NatureMethods,15:755-756.4 13.Wu,YuefengandGilesHooker,2018,“AsymptoticPropertiesforMethodsCombiningMin-imumHellingerDistanceEstimatesandBayesianNonparametricDensityEstimates”,En-tropy,20(12):955.14.Tredennick,AndrewT.,BrittanyJ.Teller,PeterB.Adler,2018,GilesHookerandStephenP.Ellner,“Size-by-environmentinteractions:aneglecteddimensionofspecies'responsestoenvironmentalvariation”,EcologyLetters,21(12):1757-1770.15.Adler,PeterB.,AndrewKleinhesselink,GilesHooker,BrittanyTellerandStephenP.Ellner,2018,“Weakinterspecicinteractionsinasagebrushsteppe:evidencefromobservations,models,andexperiments”,Ecology,99(7):1621-1632.16.Hooker,GilesandCliffHooker,2018,“MachineLearningandtheFutureofRealism”,Spon-taneousGenerations:AJournalfortheHistoryandPhilosophyofScience,9(1):174-182.17.Thorbergsson,LeifurandGilesHooker,2018,“ExperimentalDesignforPartiallyObservedMarkovDecisionProcesses”,JournalofUncertaintyQuantication,6(2):549-567.18.Hooker,GilesandLucasMentch,2018,“BootstrapBiasCorrectionsforEnsembleMethods”StatisticsandComputing,28(1):77-86.19.Mentch,LucasandGilesHooker,2017,“FormalHypothesisTestsforAdditiveStructureinRandomForests”,JournalofComputationalandGraphicalStatistics,26(3):589-597.20.Earls,CeciliaandGilesHooker,2017,“CombiningFunctionalDataRegistrationandFactorAnalysis”,JournalofComputationalandGraphicalStatistics,26(2):296-305.21.Earls,CeciliaandGilesHooker,2017,“AdaptedVariationalBayesforFunctionalDataReg-istration,Smoothing,andPrediction”,BayesianAnalysis,12(2):557-582.22.Liu,Chong,SurajitRayandGilesHooker,2017,“FunctionalPrincipalComponentsAnaly-sisofSpatiallyCorrelatedData”,JournalofComputationalandGraphicalStatistics,27(6):1639-1654.23.Mentch,LucasandGilesHooker,2016,“QuantifyingUncertaintyinRandomForestsviaCondenceIntervalsandHypothesisTests”,JournalofMachineLearningResearch,17(3):1-4124.Hooker,Giles,JamesO.RamsayandLuoXiao,2016,“CollocInfer:CollocationInferenceinDifferentialEquationModels”,JournalofStatisticalSoftware,75(2)25.Hooker,GilesandStevenRoberts,2016,“MaximalAutocorrelationFunctionsinFunctionalDataAnalysis”,StatisticsandComputing,26(5):945-950.26.Hall,PeterandGilesHooker,2016,“TruncatedLinearModelsforFunctionalData”.JournaloftheRoyalStatisticalSociety,SeriesB,78(3):637-65327.Hooker,Giles,2016,“Consistency,EfciencyandRobustnessofConditionalDisparityMethods”,Bernoulli,22(2):857-9005 28.Teller,BrittanyJ.,PeterB.Adler,CollinB.Edwards,GilesHooker,RobinE.SnyderandStephenP.Ellner,2016,“Linkingdemographywithdrivers:climateandcompetition”,Meth-odsinEcologyandEvolution,7(2):171-183.29.Grinspan,Zachary,M.,JSShapiro,ErikaL.Abramson,GilesHooker,RainuKaushalandLisaM.Kern,2015,“PredictingFrequentEDUseByPeoplewithEpilepsywithHealthInformationExchangeData”,Neurology,85(12):1031-1038.30.Hooker,GilesandStephenP.Ellner,2015,“GoodnessofFitDiagnosticsinNonlinearDy-namics:Mis-speciedRatesorMis-speciedStates?”.AnnalsofAppliedStatistics,9(2):754-776.31.Hooker,Giles,KevinK.LinandBruceRogers,2015,“ControlTheoryandExperimentalDesigninDiffusionProcesses”,JournalofUncertaintyQuantication,3(1):234-264.32.McLean,MatthewW.,GilesHookerandDavidRuppert,2014,“RestrictedLikelihoodRatioTestsforLinearityinScalar-on-FunctionRegression”,StatisticsandComputing,25(5):997-1008.33.Hiltunen,Teppo,StephenP.Ellner,GilesHooker,LauraE.Jones,NelsonG.Hairston,2014,“Eco-evolutionaryDynamicsinaThree-SpeciesFoodWebwithIntraguildPredation:In-triguinglyComplex”inAdvancesinEcologicalResearch,Vol.50–Eco-EvolutionaryDy-namics,JordiMoya-Lara˜no,JenniferRowntreeandGuyWoodard,Editors.34.Hiltunen,Teppo,NelsonG.Hairstone,GilesHooker,LauraE.JonesandStephenP.Ell-ner,2014,“Anewlydiscoveredroleofevolutioninpreviouslypublishedconsumer-resourcedynamics”,EcologyLetters,17(8):915-923.35.Hooker,GilesandAnandN.Vidyashankar,2014,“BayesianModelRobustnessviaDispari-ties”,TEST,23(3):556-584.36.McLean,MatthewW.,GilesHooker,Ana-MariaStaicu,FabianSchieplandDavidRuppert,2014,“FunctionalGeneralizedAdditiveModels”,JournalofComputationalandGraphicalStatistics,23(1):249-269.37.Earls,Cecilia,andGilesHooker,2014,“BayesianCovarianceEstimationandInferenceinlatentGaussianProcessModels”,StatisticalMethodology,18:79-10038.Asencio,Maria,GilesHookerandH.OliverGao,2014,“FunctionalConvolutionModels”,StatisticalModeling,14(4):1-21.39.Gibbons,RobertD.,GilesHooker,MatthewD.Finkelman,DavidJ.Weiss,PaulA.Pilkonis,EllenFrank,TaraMooreandDavidJ.Kupfer,2013,“ComputerizedAdaptiveDiagnosisofDepressionUsingtheCAD-MDD”,JournalofClinicalPsychiatry,74(7):669-674.40.Jesty,S.A.,S.W.Jung,J.M.Cordeiro,T.M.Gunn,J.M.DiDiego,S.Hemsley,B.G.Korn-reich,G.Hooker,C.Antzelevitch,N.S.Moise,2013,“CardiomyocytecalciumcyclinginanaturallyoccurringGermanshepherddogmodelofinheritedventriculararrhythmiaandsuddencardiacdeath”,JournalofVetinaryCardiology15(1):5-14.6 41.Hooker,GilesandJamesRamsay,2012,“Learned-LossBoosting”,ComputationalStatisticsandDataAnalysis,56:3935-3944.42.Campbell,David,GilesHookerandKimMcAuley,2012,“ParameterEstimationinDiffer-entialEquationModelswithConstrainedStates”,JournalofChemometrics,56:322-332.43.Hooker,GilesandSaharonRosset,2012,“Prediction-FocussedRegularizationUsingData-AugmentedRegression”,StatisticsandComputing,1:237-248.44.Liu,Chong,SurajitRay,GilesHookerandMarkFriedl,2012,“FunctionalFactorAnalysisforPeriodicRemoteSensingData”,AnnalsofAppliedStatistics,6:601-624.45.Zeremski,Marija,GilesHooker,MarlaA.Shu,EmilyWinkelstein,QueenieBrown,DonC.DesJarlais,LeslieH.Tobler,BarbaraRehermann,MichaelP.Busch,BrianR.Edlin,andAndrewH.Talal,2011,“InductionofCXCR3-andCCR5-associatedChemokinesduringAcuteHepatitisCVirusInfection.”,JournalofHepatology,55:545-553.46.Hooker,Giles,StephenP.Ellner,LauradeVargasRoditiandDavidJ.D.Earn,2011,“Pa-rameterizingState-spaceModelsforInfectiousDiseaseDynamicsbyGeneralizedProling:MeaslesinOntario”,J.RoyalSocietyInterface,8:961-975.47.Finkelman,Matthew,GilesHookerandZhenWang,2010,“PrevalenceandMagnitudeofParadoxicalResultsinMultidimensionalItemResponseTheory”,J.EducationalandBehav-ioralStatistics,35:744-761.48.Hooker,Giles,2010,“OnSeparableTests,CorrelatedPriorsandParadoxicalResultsinMul-tidimensionalItemResponseTheory”,Psychometrika,75:694-707.49.Fink,Daniel,WesleyM.Hochachka,BenjaminZuckerberg,DavidW.Winkler,BenShaby,M.ArthurMunson,GilesHooker,MirekRiedewald,DanielSheldonandSteveKelling,2010,“SpatiotemoralExploratoryModelsforBroad-scaleSurveyData”,EcologicalAppli-cations,20:2121-22147.50.Atam,ErcanandGilesHooker,2010,“AnIdentication-basedStateEstimationMethodforaClassofNonlinearSystems”.J.SystemsandControlEngineering,224:349-359.51.Hooker,GilesandMatthewFinkelman,2010,“ParadoxicalResultsandItemBundles”.Psy-chometrika,75:249-271.52.Kelling,Steve,WesleyM.Hochachka,DanielFink,MirekRiedewald,RichCaruana,GrantBallardandGilesHooker,2009,“DataIntensiveScience:ANewParadigmforDiversityStudies”.Biosciences,59:613-620.53.Hooker,Giles,MatthewFinkelmanandArminSchwartzman,2009,“ParadoxicalResultsinMultidimensionalItemResponseTheory”.Psychometrika,74:419-442.54.Hooker,Giles,2009,“ForcingFunctionDiagnosticsforNonlinearDynamics”.Biometrics,65:928-936.7 55.Gelzer,Anna,MarcusL.Koller,NielsF.Otani,JeffreyJ.Fox,M.W.Enyeart,GilesHooker,MarkL.Riccio,CarloR.BartoliandRobertF.Gilmour,2008,“DynamicMechanismsforInitiationofVentricularFibrillationinvivo”,Circulation,118:1123-1129.56.Ramsay,James0.,GilesHooker,DavidCampbellandJiguoCao,2007.“ParameterEsti-mationforNonlinearDifferentialEquations:ASmoothing-SplineApproach”.JournaloftheRoyalStatisticalSociety,SeriesB,withdiscussion69:741-796.57.Hooker,Giles,2007.“GeneralizedFunctionalANOVADiagnosticsforHighDimensionalFunctionsofDependentVariables”.JournalofComputationalandGraphicalStatistics.16:709-732.58.Norris,Robert,JessicaNgo,KarenNolanandGilesHooker,2005.“VolunteersareUnabletoProperlyApplyPressureImmobilizationinaSimulatedSnakebiteScenario”.JournalofWildernessandEnvironmentalMedicine,16:16-21.59.Shirts,Michael,EricBair,GilesHookerandVijayPande,2003.“EquilibriumFreeEnergiesfromNon-equilibriumEstimatesUsingMaximumLikelihoodMethods”.PhysicalLettersReview.91(14):140601.RefereedConferenceProceedings60.Tan,Sarah,MatveySoloviev,GilesHooker,andMartinT.Wells,2020,“TreeSpaceProto-types:AnotherLookatMakingTreeEnsemblesInterpretable”FoundationsofDataScience.61.Lengerich,Benjamin,SarahTan,Chun-HaoChang,GilesHookerandRichCaruana,2020,“PurifyingInteractionEffectswiththeFunctionalANOVA:AnEfcientAlgorithmforRe-coveringIdentiableAdditiveModels”,AISTATS.62.Tan,Sarah,RichCaruana,GilesHookerandYinLou,2018,“Distill-and-Compare:Audit-ingBlack-BoxModelsUsingTransparentModelDistillation”,AAAI/ACMArticialIntelli-gence,Ethics,andSociety2018.63.Kang,KeeganandGilesHooker,2017,“RandomProjectionswithControlVariates”,Pro-ceedingsofthe6thInternationalConferenceonPatternRecognitionApplicationsandMeth-ods.64.Kang,KeeganandGilesHooker,2016,“ImprovingtheRecoveryOfPrincipalComponentswithSemiDeterministicRandomProjections”,Proceedingsofthe50thAnnualConferenceonInformationScienceandSystems.65.Kang,KeeganandGilesHooker,2016,“BlockCorrelatedDeterministicRandomProjec-tions”,Proceedingsofthe6thConferenceonComputationalMathematics,ComputationalGeometryandStatistics.66.Lou,Yin,RichCaruana,JohannesGehrkeandGilesHooker,2013,“AccurateIntelligibleModelswithPairwiseInteractions”,Proceedingsofthe19thACMSIGKDDInternationalConferenceonKnowledgeDiscoveryandDataMining.8 67.Hooker,GilesandMatthewFinkelman,2004.“SequentialAnalysisforLearningModesofBrowsing”.WEBKDD2004:ProceedingsoftheSixthInternationalWorkshoponKnowledgeDiscoveryfromtheWeb.68.Hooker,Giles,2004.“DiagnosingExtrapolation:Tree-BasedDensityEstimation”.Pro-ceedingsoftheTenthACMSIGKDDInternationalConferenceonKnowledgeDiscoveryandDataMining.69.Hooker,Giles,2004.“DiscoveringAdditiveStructureinBlackBoxFunctions”.ProceedingsoftheTenthACMSIGKDDInternationalConferenceonKnowledgeDiscoveryandDataMining.70.Hegland,Markus,GilesHookerandStephenRoberts.1999.“FiniteElementThinPlateSplinesinDensityEstimation”.InComputationalTechniquesandApplications,ProceedingsoftheNinthBiennialConference:CTAC99.JournaloftheAustralianMathematicsSociety.TechnicalReportsandCommentary1.Warmenhoven,John,AndrewHarrison,DanielQuintana,GilesHooker,EdwardGunningandNormaBargary,2020,“UnlockingSportsMedicineResearchDatawhileMaintainingParticipantPrivacyviaSyntheticDatasets”,SportRxivPreprints2.Ellner,StephenP.,RobinE.Snyder,PeterB.Adler,GilesHookerandSebastianJ.Shreiber,2020,“CommentonPandeetal.(2020):Whyinvasionanalysisisimportantforunderstand-ingcoexistence”EcologyLetters,inpress.3.GilesHookerandLucasMentch,2019,“PleaseStopPermutingFeatures:AnExplanationandAlternatives”,ArXivpreprint.4.Zhou,YichenandGilesHooker,2016,“InterpretingModelsviaSingleTreeApproxima-tion”.ArXivpreprint.5.Hooker,GilesandLucasMentch,2016,“CommentsOn:ARandomForestGuidedTour”,TEST25(2):254-260.6.Wu,YuefengandGilesHooker,2013,“HellingerDistanceandBayesianNon-Parametrics:HierarchicalModelsforRobustandEfcientBayesianInference”.7.Hooker,Giles,2013,“OntheIdentiabilityoftheFunctionalConvolutionModel”,TechnicalReportBU-1681-M,DepartmentofBiologicalStatisticsandComputationalBiology,CornellUniversity.8.Hooker,Giles,2013,“AreviewofBoosting:FoundationsandAlgorithms bySchapireandFreund”,JournaloftheAmericanStatisticalAssociation,108(502):750-754..9.Hooker,GilesandAnandVidyashankar,2011,“ConsistencyandEfciencyofConditionalDisparityMethods”,TechnicalReportBU-1670-M,DepartmentofBiologicalStatisticsandComputationalBiology,CornellUniversity.9 10.Hooker,GilesandStephenP.Ellner,2010,“OnForwardsPredictionError”,TechnicalRe-portBU-1679-M,Dept.Bio.Stat.andComp.Bio.,Cornell11.Hooker,Giles,2010,“Commentson:DynamicRelationsforSparselySampledGaussianProcesses”,TEST,19:50-53.12.Finkelman,Matthew,GilesHookerandZhenWang,2009,“UnidentiabilityandLackofMonotonicityintheMultidimensionalThree-ParameterLogisticModel”.TechnicalReportBU-1678-M,DeptBio.Stat.andComp.Bio.,Cornell13.Hooker,GilesandLorenzT.Biegler,2007.“IPOPTandNeuralDynamics:Tips,TricksandDiagnostics”,TechnicalReportBU-1676-M,DeptBio.Stat.andComp.Bio.,Cornell14.Hooker,Giles,2007.“TheoremsandCalculationsforSmoothing-BasedProledEstimationofDifferentialEquations”.TechnicalReportBU-1671-M,DeptBio.Stat.andComp.Bio.,Cornell15.Schwartzman,Armin,MatthewFinkelmanandGilesHooker,2004.“TheStanfordStatisticsSongbook:AMusicalTribute”.TechnicalReport,DepartmentofStatistics,Stanford16.Hooker,GilesandFuliangWeng,2004.“SubsetSelectioninLarge,SparseSystems:AnapplicationoftheForwardStagewiseapproachtoNaturalLanguageProcessing”.TechnicalReport,RobertBoschCorporation.17.Hooker,Giles,1999.“DevelopingaSpline-SmoothedDensity”.TechnicalReport,ResearchSchoolofInformationSciencesandEngineering,AustralianNationalUniversity.PublishedAbstractsSeto,Skyler,SarahTan,GilesHookerandMartinT.Wells,“ADoubleParametricBootstrapTestforTopicModels”,NIPS2017SymposiumonInterpretableMachineLearning.Tan,Sarah,RichCaruana,GilesHookerandYinLou,2017,“DetectingBiasinBlack-BoxModelsUsingTransparentModelDistillation”,NIPS2017SymposiumonInterpretableMa-chineLearning.Tan,Sarah,GilesHookerandMartinT.Wells,2016,“TreeSpacePrototypes:AnotherLookatMakingTreeEnsemblesInterpretable”,NIPS2016WorkshoponInterpretableMachineLearn-inginComplexSystems.Tan,Sarah,GilesHookerandMartinT.Wells,2016,“ProbabilisticMatching:IncorporatingUncertaintytoCorrectforSelectionBias”,NIPS2016CausalInferenceWorkshop.Monahan,EdwardC,GilesHookerandChristopherJ.Zappa,2015,“TheLatitudinalVari-ationintheWind-SpeedParameterizationofOceanicWhitecapCoverage:ImplicationsforGlobalModellingofAir-SeaGasFluxandSeaSurfaceAerosolGeneration”,AmericanMete-orologicalSociety.10 SoftwareDevelopmentAuthor:“AdaLoss:Adaptive-LossBoosting”,Matlabroutines.Author:“CollocInfer:CollocationInferenceinNonlinearStochasticDynamics”,RfunctionsandManual.Developer:fdalibraryinRandMatlabforFunctionalDataAnalysis.Author:“ProleDE:SmoothingMethodsforNonlinearDynamics”.ManualandMatlabSoft-ware.ManuscriptsUnderRevieworRevisionHooker,GilesandHanlinShang,“SelectingtheDerivativeofaFunctionalCovariateinScalar-on-FunctionRegression”.Zhou,Zhengze,LucasMentchandGilesHooker,“V-StatisticsandVarianceEstimation”.Warmenhoven,John,NormaBargary,DominikLiebl,AndrewHarrison,MarkRobinson,Ed-wardGunningandGilesHooker,“PCAofWaveformsandFunctionalPCA...dotheydif-fer?”.Tredennick,AndrewT.,GilesHooker,StephenP.EllnerandPeterB.Adler,2020,“Apracticalguidetoselectingmodelsforexploration,inference,andpredictioninecology”.SharmisthaSikdarandGilesHooker,“PriceDynamicsonAmazonMarketplace:AMachineLearningApproach”.Zhou,YichenandGilesHooker,“TreeBoostedVaryingCoefcientModels”.Zhou,Zhengze,andGilesHooker,“UnbiasedMeasurementofFeatureImportanceinTree-BasedMethods”.Zhou,Yichen,ZhengzeZhouandGilesHooker,“ApproximationTrees:StatisticalStabilityinModelDistillation”.Zhou,YichenandGilesHooker“Boulevard:RegularizedStochasticGradientBoostedTreesandTheirLimitingDistribution”.SarahTah,RichCaruana,GilesHookerandYinLou,“AuditingBlack-BoxModelsUsingTransparentModelDistillationWithSideInformation”SharmisthaSikdarandGilesHooker,“AHiddenSemi-MarkovModelofCustomers'Multi-channelEngagementDynamics”Sinclair,DavidG.andGilesHooker,“AnExpectationMaximizationAlgorithmforHigh-DimensionalModelSelectionfortheIsingModelwithMisclassiedStates”11 EditorialServiceEditorialBoardMember,JournalofMachineLearningResearch,2020-ProgramCommitteemember,ICLRWorkshoponDebuggingMachineLearningModels,2019ProgramCommitteemember,ACMFAT*2019EditorialBoardMember,STATS.org,2015-AssociateEditor,JournaloftheAmericanStatisticalAssociation,2014-2021.AssociateEditor,JournaloftheRoyalStatisticalSociety,2013-2015.AssociateEditor,ElectronicJournalofStatistics,2010-2013.ProgramCommitteemember,InternationalWorkshoponStatisticalModeling,July2009.ProfessionalServiceOrganizer,WorkshopontheInterfaceofMachineLearningandStatisticalInference,BanffInternationalResearchStation,January2018.Co-organizer,WorkshoponDistributedDataforDynamicsandManifolds,BanffInternationalResearchStation,September2017.Co-organizer,InvitedSessionon“MachineLearningandStatisticalInference:BuildingBreiman'sBridge”,JSM2017.Co-organizer,CornellDayofStatistics,September2015,2016.AdvisoryBoard,PediatricEpilepsyResearchFoundationgrantfor“CareManagementforPediatricEpilepsy:PredictiveModelingandEvaluation”.Organizer,InvitedSessionon“StatisticalInferencewithRandomForestsandRelatedEnsem-bleLearners”,ENAR2015.Organizer,WorkshoponStatisticsandNonlinearDynamicsinBiologyandMedicine,BanffInternationalResearchStation,July2014.Organizer,TopicContributedSessionon“DisparitiesasNonparametricInterfacestoParamet-ricModels”,JointStatisticalMeetings,August2013.Organizer,WorkshoponRecentAdvancesinStatisticalInferenceforMathematicalBiology,MathematicalBiologyInstitute,2012.Workinggroupleader,“DynamicsandInference”,SAMSIProgramoftheAnalysisofObjectData,2010-2011.Organizer,TopicContributedSessionon“NewAdvancesinDisparityandDivergenceMethodsforStatisticalInference”,JointStatisticalMeetings,August2010.Organizer,WorkshoponStatisticalMethodsforDynamicSystemsModels,Vancouver,June2009.12 Organizer,TopicContributedSessionon“StatisticalMethodsforDifferentialEquationModelswithScienticApplications”,JointStatisticalMeetings,August2008.Organizer,InvitedSessionon“AdvancesinFunctionalDataAnalysis”,JointStatisticalMeet-ings,August2008.Organizer,TopicContributedSessionon“StatisticsforNonlinearDynamics”,JointStatisticalMeetings,August2007.Organizer,WorkshoponStatisticalMethodsforModelingDynamicalSystems,CentredesRecherchesMathematiques,Montreal.July2007.PublicEngagementBlog :OfModelsandMeaningshttp://blogs.cornell.edu/modelmeanings/AustralianFulbrighter ,03/2020,“AMatterofChance”,https://www.fulbright.org.au/news-and-events/2020/03/a-matter-of-chance/PBSNOVA ScienticAdvisor,“PredictionbytheNumbers”,02/28/2018http://www.pbs.org/wgbh/nova/physics/prediction-numbers.htmlSTATS.org 03/30/2017:MachineLearning:Whatjournalistsneedtoknowhttp://www.senseaboutscienceusa.org/machine-learning-journalists-need-know/STATS.org 11/15/2016:Whatthe2016PresidentialElectionTaughtusaboutPolling,Predic-tionhttp://www.stats.org/2016-presidential-election-taught-us-polling-predictions/geneticsexperts.org :12/16/2015Newanalysisndsenvironmentalfactors,notrandommuta-tions,contributetomajorityofcancerriskhttp://geneticexperts.org/environmental-factors-not-random-mutations-contribute-to-majority-of-cancer-risk/STATS.org 11/24/2015:Racism,redcardsandrabbitholeshttp://www.stats.org/racism-redcards-and-rabbit-holes/STATS.org 08/11/2015:Onlinedatingandthestatisticaldarkartshttp://www.stats.org/online-dating-and-the-statistical-dark-arts/ShortCoursesFunctionalDataAnalysis:MethodsandComputing,DepartmentofEcology,YaleUniversity,April20,2017FunctionalDataAnalysis:MethodsandComputing,JointStatisticalMeetings,Seattle,August8,201513 FunctionalDataAnalysis,InternationalWorkshoponStatisticalModeling,Glasgow,July3,2010CornellStatisticalConsultingUnitWorkshop:IntroductiontoFunctionalDataAnalysis,Spring2008,Spring2009TeachingSTSCI6940:MultivariateandFunctionalData,Fall2020.STAT8024:SpecialTopicsinAppliedStatistics:MachineLearningandStatistics,Aus-tralianNationalUniversity,Spring2020.ILRST/ORIE/STSCI7170:LinearModelsFall2018BTRY/STSCI4030,STSCI5030:LinearModelswithMatricesFall2016-2018BTRY4090:TheoryofStatisticsFall2015BTRY6020:StatisticalMethodsIISpring2009,2010,2011,2015BTRY7950:GraduateStudentConsultingUnitSpring/Fall2006-2008,2011,2014BTRY6520:ComputationallyIntensiveMethodsinStatisticsFall2014STSCI7740:PredictiveCompetitionsSpring2013BTRY/STSCI4520/3520:StatisticalComputing1Spring2012,2013,2017-2019BTRY6940:InferenceinNonlinearDynamicsFall2012BTRY7180:GeneralizedLinearModelsFall2011BTRY6150:AppliedFunctionalDataAnalysis2Fall2008BTRY694:TheoryofMultivariateStatisticsSpring2008,Fall2009BTRY694:StatisticalLearningTheoryFall2007BTRY694:FunctionalDataAnalysisSpring2007Math204:PrinciplesofStatisticsII.DepartmentofMathematicsandStatisticsWinter2005(McGillUniversity)2001-2004TeachingAssistant,StatisticsDept,StanfordUniversity.Tutor,Math100,MathematicsDept,AustralianNationalUniversity,1999MathematicsandPhilosophyTutor,BurgmannCollege,AustralianNationalUniversity,1997 1CoursematerialshavesincebeenusedatUniversityofPittsburghandWashingtonStateUniversity2CoursematerialshavesincebeenusedatSimonFraserUniversity,ColoradoStateUniversity,GlasgowUniver-sity,UniversityofNewcastle,JohnsHopkinsUniversity,UniversityofManitoba,ChungnamNationalUniversity,SingaporeInstituteofTechnology14 StudentsZhengzeZhouPhDCurrentIndrayudhGhosalPhDCurrentHuiFenTanPhD(withM.Wells)2019FacebookInterpretableApproachestoOpeningUpBlackBoxModelsZiYePhD2019MicrosoftFunctionalSingleIndexModelsandJensenEffectYichenZhouPhD2019GoogleDataScienceAsymptoticsandInterpretabilityofDecisionTreesandDecisionTreeEnsemblesDavidSinclairPhD2017Google:AndroidAnalyticsModelSelectionResultsforHighDimensionalGraphicalModelsonBinaryandCountDatawithApplicationstoFMRIandGenomicsKeeganKangPhD2017Lectuer,SingaporeU.Tech.&DesignDataDependentRandomProjectionsLucasMentchPhD2015Asst.Prof.UniversityofPittsburghStatisticalInferencewithEnsembleMethodsinMachineLearningLeifurThorbergsonPhD2014MemorialSloanKetteringCancerCenterExperimentalDesignforPartiallyObservedMarkovDecisionProcessesCeciliaEarlsPhD2014Lecturer,CornellUniversityBayesianHierarchicalGaussianProcessModelsforFunctionalDataAnalysisChongLiuPhD(BUwithS.Ray)2013StateStreetGlobalAdvisorsFunctionalPrincipalComponentandFactorAnalysisofSpatiallyCorrelatedDataMathewMcLeanPhD2013PostdocwithMattWand(withD.Ruppert)OnGeneralizedAdditiveModelsforRegressionwithFunctionalData15 YuefengWuPostdoc2009-2011Asst.Prof.MissouriState,StLouisBayesianNonparametricsinMinimumHellingerDistanceEstimatesMariaAsencioMSc2010MosaicATMFunctionalConvolutionModelsGraduateStudentCommitteesandExternalExaminerService**indicatessubstantialsupervisionandco-authorship.JuanBeltranPhD2019ComputationalBiologySharmisthaSikdar**PhD2019MarketingAuryaJaveed**PhD2018AppliedMathematicsGuoYuPhD2018StatisticsMarie-H´eleneDescarayPhD2017Statistics:ExternalExaminer´EcolePolytechniqueF´ed´eraledeLausanneMaraBernardiPhD2016Statistics:ExternalExaminerPolitecnicodiMilanoKellyKirtlandPhD2016StatisticsLeiHuangPhD2016ComputationalBiologyGalinaNoginMSc2016StatisticsTiffanyHoMSc2016ComputationalBiologyYanningLiuPhD2016StatisticsJonSteingrimssonPhD2015StatisticsMutingWanPhD2014StatisticsAndreMartinsPhD2014ComputationalBiology16 YinLou**PhD2014ComputerScienceBenDalzielPhD2014EcologyandEvolutionaryBiologyXunWangPhD2013CivilandEnvironmentalEngineeringLauradeVargasRoditi**PhD2013ComputationalBiologyDanielLyPhD2013MechanicalEngineeringScottAsayPhD2013AccountingCaitlinCunninghamPhD2012StatisticsLuoXiaoPhD2012StatisticsNikolausKarampatziakisPhD2012ComputerScienceMichaelAdamsMSc2011FoodSciencesDennisOranskyMSc2011StatisticsYingxingLiPhD2010StatisticsDavidClementPhD2010StatisticsNamNguyenPhD2010ComputerScienceDarrellSonntagPhD2009CivilandEnvironmentalEngineeringKathrynBargerPhD2008StatisticsDariaSorokinaPhD2007ComputerScienceEmmanuelAsabaMSc2007CivilandEnvironmentalEngineering17 DepartmentandUniversityServiceCALSStatisticsandDataScienceCurriculaTaskForce,2019ProvostsTaskForceonDataScience,2016-2017Faculty/LecturerSearchCommitteeChair–BiologicalStatisticsandComputationalBiology:2015,2018–StatisticalScience/IndustrialandLaborRelations:2017,2018FacultySearchCommitteeMembership–BiologicalStatisticsandComputationalBiology:2008,2009,2011,2012–IndustrialandLaborRelations:2011–StatisticalScience:2014,2015,2016Adhoctenurecommittees:2014,2015,2016Peerteachingevaluations,2012-2017.Websitere-design,DepartmentofBiologicalStatisticsandComputationalBiology,2009CurriculumCommittee,CollegeofAgricultureandLifeSciences,2009-2012InvitedTalks(last10years)2020“OptimalAdaptiveDesignofExperimentsforStochasticDynamicSystems”,StatisticsSemi-nar,UniversityofPennsylvania,November2020.“EnsemblesofTreesandCLT's:InferenceandMachineLearning”,StatisticsSeminar,JohnsHopkinsUniversity,September2020.“StatisticsandDynamicalSystems”,IntroductoryOverviewLecturewithSy-MiinChow,JointStatisticalMeetings,August2020.“EnsemblesofTreesandCLT's:InferenceandMachineLearning”,StatisticsSeminar,Aus-tralianNationalUniversity,May2020.“EnsemblesofTreesandCLT's:InferenceandMachineLearning”,StatisticsSeminar,MonashUniversity,March2020.“EnsemblesofTreesandCLT's:InferenceandMachineLearning”,StatisticsSeminar,Uni-versityofMelbourne,March2020.“OptimalAdaptiveDesignofExperimentsforStochasticDynamicSystems”,NeymanSemi-nar,UniversityofCaliforniaatBerkeley,January2020.18 2019“EnsemblesofTreesandInferenceBoosting,UandVStatistics”,StatisticsSeminar,TempleUniversity,November2019.“EnsemblesofTreesandCLT's:InferenceandMachineLearning”,NeymanSeminar,Univer-sityofCaliforniaatBerkeley,November2019.“InferenceandGradientBoosting”,ConferenceoftheIsraelStatisticsAssociation,TelAviv,June2019.“SubsampleTreesandCLTs:InferenceforMachineLearning”,StatisticsSeminar,TelAvivUniversity,June2019.“OptimalAdaptiveDesignofExperimentsforStochasticDynamicSystems”,StatisticsSemi-nar,BenGurionUniversity,June2019.“InferenceandGradientBoosting”,WorkshopinCelebrationofJerryFriedman's80thbirth-day,May,2019.“BoostingandBaggingandUncertaintyQuantication”,StatisticsSeminar,UniversityofPennsylvania,April,2019.2018“SubsampleTreesandCLTs:InferenceforMachineLearining”,StatisticsSeminar,IowaStateUniversity,October2018.“Explanations,Interpretation,UncertaintyQuantication”,MachineLearninginMedicineSym-posium,CornellUniversity,September2018.“AnODEtoStatistics:InferenceaboutNonlinearDynamics”,PIMS-IAMDistinguishedCol-loquium,UniversityofBritishColumbia,January2018.2017“TestingCurvatureinFunctionalSingleIndexModels:InferenceforEcologicalReactionNorms”,JointStatisticalMeetings,August2017.“SubsampleTreesandCLTs:InferenceforMachineLearining”,StatisticsSeminar,ImperialCollegeLondon,May2017.“SubsampleTreesandCLTs:InferenceforMachineLearining”,StatisticsSeminar,Notting-hamUniversity,May2017.“DecisionTreesandCLT's:MachineLearningandEcologicalInference”,EcologySeminar,YaleUniversity,April2017.“TestsforLackofFitandMissingStateVariablesinOrdinaryDifferentialEquationModels”,StatisticsSeminar,UniversityofCyprus,April2017.19 “SubsampleTreesandCLTs:InferenceforMachineLearining”,StatisticsSeminar,UniversityofCyprus,February2017.2016“SubsampleTreesandCLTs:InferenceforMachineLearining”,StatisticsSeminar,SimonFraserUniversity,November2016.“TruncatedLinearModelsforFunctionalData”,RoyalStatisticalSocietyMeetings,JRSSBEditorsInvitedSession,September2016.“OntheRangeofIntegrationofaFunctionalLinearModel”,CRoNoSWorkshoponFunctionalDataAnalysis,August2016.“TestingHighDimensionalInteractionswithRandomForests”,COMPSTAT,August2016.“TestingHighDimensionalInteractionswithRandomForests”,InternationalChineseStatisticsSymposium,July2016.“ThreeUnidentableProblemsinFunctionalDataAnalysis”,WorkshoponFunctionalDataAnalysis,LesDiablerets,May2016.“SubsampleTreesandCLTs:InferenceforMachineLearining”,StatisticsSeminar,TempleUniversity,February2016.2015“TestsforLackofFitandMissingStateVariablesinOrdinaryDifferentialEquationModels”,YorkUniversity,October2015.“TestsforLackofFitandMissingStateVariablesinOrdinaryDifferentialEquationModels”,UniversityofMichigan,September2015.“ModelingCovarianceinFunctionalDataAnalysis”,JointStatisticalMeetings,August2015.“AnODEtoStatistics:InferenceforNonlinearDynamics”,StatisticsSeminar,SyracuseUni-versity,January2015.“SubsampleTreesandCLTs:InferenceforMachineLearining”,BiostatisticsSeminar,WeilCornellMedicalCollege,January2015.2014“SubsampleTreesandCLTs:InferenceforMachineLearining”,StatisticsSeminar,NorthCarolinaStateUniversity,October2014.“SubsampleTreesandCLTs:InferenceforMachineLearining”,ArticialIntelligenceSemi-nar,CornellUniversity,October2014.“Robustness,InferenceandGradientMatching”,BIRSWorkshoponStatisticsandNonlinear20 DynamicsinBiologyandMedicine,July2014.“DomainSelectionandTruncatedFunctionalLinearModels”,IMSMeetings,July2014.“ExperimentalDesigninStochasticDynamicSystems”,MathematicsandBusinessAnalyticsSeminar,IBMResearch,June2014.“EnsembleTreesandCLTs:InferenceforMachineLearning”,HealthCareAnalyticsSeminar,IBMResearch,April2014.“ExperimentalDesigninStochasticDynamicSystems”,StatisticsSeminar,UniversityofBritishColumbia,January2014.“TestsforLackofFitandMissingStateVariablesinOrdinaryDifferentialEquationModels”,StatisticsSeminar,SimonFraserUniversity,January2014.2013“RobustandEfcientAnalysisofConditionally-SpeciedModelsviaDisparities”,SummerCamp,AustralianNationalUniversity,December2013.“ParadoxicalResultsinMultidimensionalItemResponseTheory”,AppliedStatisticsSeminar,AustralianNationalUniversity,November2013.“RobustandEfcientAnalysisofConditionally-SpeciedModelsviaDisparities”,StatisticsSeminar,UniversityofMelbourne,October2013.“ControlTheoryandtheDesignofDynamicExperiments”,StatisticsSeminar,UniversityofCaliforniaatDavis,2013.“MeasuresofRobustnessinRegularizedEstimates”,JointStatisticalMeetings,August2013.“MeasuresofRobustnessinRegularizedEstimates”,InternationalConferenceonRobustStatis-tics,July2013.“FunctionalConvolutionModels:DesignandDomainSelection”,StatisticalSocietyofCanadaMeetings,June2013.“ControlTheoryandtheDesignofDynamicExperiments”,MathematicsSeminar,DePaulUniversity,April2013.“RobustandEfcientAnalysisofConditionally-SpeciedModelsviaDisparities”,StatisticsSeminar,UniversityofWisconsin,Madison,April2013.“ControlTheoryandtheDesignofDynamicExperiments”,MathematicsSeminar,KarlsruheInstitutef¨urTechnologie,January2013.2012“ControlTheoryandtheDesignofDynamicExperiments”,GreekStochasticsMeetings,Au-21 gust,2012.“ControlTheoryandtheDesignofDynamicExperiments”,StatisticalSocietyofCanadaMeet-ings,June2012.“DetectingEvolutioninExperimentalEcology:DiagnosticsforMissingStateVariables”,StatisticsSeminar,CornellUniversity,March2012.“RobustandEfcientAnalysisofConditionally-SpeciedModelsviaDisparities”,StatisticsSeminar,UniversityofWaterloo,January2012.“RobustandEfcientAnalysisofConditionally-SpeciedModelsviaDisparities”,StatisticsSeminar,UniversityofChicago,January2012.“DetectingEvolutioninExperimentalEcology:DiagnosticsforMissingStateVariables”,EcologyandEvolutionSeminar,UniversityofChicago,January2012.“DetectingEvolutioninExperimentalEcology:DiagnosticsforMissingStateVariables”,Bio-statisticsSeminar,JohnsHopkinsUniversity,January2012.2011“BayesianRobustnessviaDisparities”,InternationalConferenceonAdvancesinProbabilityandStatistics,HongKong,December2011.“Robustness,EfciencyandRegularizationinModelSelection:LASSOwithDisparities”,ConferenceonStatisticalConceptsandMethodsfortheModernWorld,Colombo,SriLanka,December2011.“RobustnessandEfciencyinConditionallySpeciedModelsviaDisparities”,2011Inter-nationalForumonModernStatisticsandEconometrics,WangYananInstituteforStudiesinEconomics,Xiamen,China,December2011.“DetectingEvolutioninExperimentalEcology:DiagnosticsforMissingStateVariables”,Ap-pliedMathematicsSeminar,UniversityofColorado,December2011.“DetectingEvolutioninExperimentalEcology:DiagnosticsforMissingStateVariables”,Col-loquedeStatistiquedeMontr´eal,CentredeRechercesMath´ematiques,Montreal,December2011.“RobustandEfcientAnalysisofConditionally-SpeciedModelsviaDisparities”,UniversityofMichigan,September2011.“FunctionalConvolutionModels,DesignandDomainSelection”,TheUniversityofMel-bourne,June2011.“RobustandEfcientAnalysisofNon-StationaryDataviaDisparities”,MacquarieUniversity,June2011.“FunctionalConvolutionModels”,ENAR,March2011.22