有哪些信誉好的足球投注网站大规模机器学习算法：效率、估计误差及其拓展 Large-Scale Algorithms for Machine Learning Efficiency, Estimation Errors, and Beyond.pdf
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Large-scaleAlgorithmsforMachineLearning:Efficiency,
EstimationErrors,andBeyond
by
HaoyueWang
SubmittedtotheSloanSchoolofManagement
inpartialfulfillmentoftherequirementsforthedegreeof
DOCTOROFPHILOSOPHYINOPERATIONSRESEARCH
atthe
MASSACHUSETTSINSTITUTEOFTECHNOLOGY
May2024
©2024HaoyueWang.ThisworkislicensedunderaCCBY-NC-ND4.0license.
TheauthorherebygrantstoMITanonexclusive,worldwide,irrevocable,royalty-freelicense
toexerciseanyandallrightsundercopyright,includingtoreproduce,preserve,distribute
andpubliclydisplaycopiesofthethesis,orreleasethethesisunderanopen-accesslicense.
Authoredby:HaoyueWang
OperationsResearchCenter
May3,2024
Certifiedby:RahulMazumder
AssociateProfessorofOperationsResearchandStatistics,ThesisSupervisor
Acceptedby:GeorgiaPerakis
JohnCHeadIIIDean(Interim),MITSloanSchoolofManagement
Professor,OperationsManagement,OperationsResearchStatistics
Codirector,OperationsResearchCenter
Large-scaleAlgorithmsforMachineLearning:Efficiency,Estimation
Errors,andBeyond
by
HaoyueWang
SubmittedtotheSloanSchoolofManagement
onMay3,2024inpartialfulfillmentoftherequirementsforthedegreeof
DOCTOROFPHILOSOPHYINOPERATIONSRESEARCH
ABSTRACT
Optimizationalgorithmsstandasacornerstoneformachinelearningandstatistica
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