Mechanism Design for Task Execution via Crowdsourcing

Mechanism Design for Task Execution via Crowdsourcing

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时间:2018-09-17

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1、MechanismDesignforTimeCriticalandCostCriticalTaskExecutionviaCrowdsourcingSwapravaNath1,PankajDayama2,DineshGarg3,Y.Narahari1,andJamesZou41DepartmentofComputerScienceandAutomation,IndianInstituteofScience,Bangalore,India,{swaprava,hari}@csa.iisc.ernet.in2IBMIndiaResearchLab,Bangal

2、ore,India,pankajdayama@gmail.com3IBMIndiaResearchLab,NewDelhi,India,garg.dinesh@in.ibm.com4HarvardSchoolofEngineeringandAppliedSciences,Cambridge,MA,jzou@fas.harvard.eduAbstract.Anexcitingapplicationofcrowdsourcingistousesocialnet-worksincomplextaskexecution.Inthispaper,weaddresst

3、heproblemofaplannerwhoneedstoincentivizeagentswithinanetworkinordertoseektheirhelpinexecutinganatomictaskaswellasinrecruitingotheragentstoexecutethetask.Westudythismechanismdesignproblemundertwonaturalresourceoptimizationsettings:(1)costcriticaltasks,wheretheplanner’sgoalistominim

4、izethetotalcost,and(2)timecrit-icaltasks,wherethegoalistominimizethetotaltimeelapsedbeforethetaskisexecuted.Weidentifyasetofdesirablepropertiesthatshouldideallybesatisfiedbyacrowdsourcingmechanism.Inparticular,sybil-proofnessandcollapse-proofnessaretwocomplementarypropertiesinourde

5、siderata.Weprovethatnomechanismcansatisfyallthedesirablepropertiessimultaneously.Thisleadsusnaturallytoexploreapproximateversionsofthecriticalproperties.Wefocusourattentiononapproximatesybil-proofnessandourexplorationleadstoaparametrizedfamilyofpay-mentmechanismswhichsatisfycollap

6、se-proofness.Wecharacterizetheapproximateversionsofthedesirablepropertiesincostcriticalandtimecriticaldomain.1IntroductionarXiv:1208.1676v1[cs.GT]8Aug2012AdvancesintheInternetandcommunicationtechnologieshavemadeitpos-sibletoharnessthewisdomandeffortsfromasizableportionofthesocietyt

7、owardsaccomplishingtaskswhichareotherwiseherculean.Examplesincludelabelingmillionsofimages,predictionofstockmarkets,seekinganswerstospe-cificqueries,searchingforobjectsacrossawidegeographicalarea,etc.Thisphe-nomenonispopularlyknownascrowdsourcing(fordetails,seeSurowiecki[10]andHowe

8、[7]).AmazonMechanicalTurkisoneoft

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