Finding Top-k Profitable Products

Finding Top-k Profitable Products

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时间:2019-08-01

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1、FindingTop-kProfitableProductsQianWan,RaymondChi-WingWong,YuPengComputerScienceandEngineeringDepartment,HongKongUniversityofScienceandTechnologyClearWaterBay,Kowloon,HongKong{qwan,raywong,gracepy}@cse.ust.hkPackageDistance-to-beachPriceAbstract—Theimport

2、anceofdominanceandskylineanalysisp17.0200hasbeenwellrecognizedinmulti-criteriadecisionmakingappli-p24.0350cations.Mostpreviousstudiesfocusonhowtohelpcustomersfindp31.0500asetof“best”possibleproductsfromapoolofgivenproducts.p43.0600Inthispaper,weidentifya

3、ninterestingproblem,findingtop-kprofitableproducts,whichhasnotbeenstudiedbefore.GivenTABLEIasetofproductsintheexistingmarket,wewanttofindasetPACKAGESINTHEEXISTINGMARKETofk“best”possibleproductssuchthatthesenewproductsarenotdominatedbytheproductsintheexisti

4、ngmarket.Inthisproblem,weneedtosetthepricesoftheseproductssuchthatPackageDistance-to-beachPriceCostthetotalprofitismaximized.Werefersuchproductsastop-kq15.0?100profitableproducts.Astraightforwardsolutionistoenumerateq24.5?200allpossiblesubsetsofsizekandfin

5、dthesubsetwhichgivesq30.5?400thegreatestprofit.However,thereareanexponentialnumberofTABLEIIpossiblesubsets.Inthispaper,weproposesolutionstofindthePOTENTIALPACKAGESINTHENEWTRAVELAGENCYtop-kprofitableproductsefficiently.Anextensiveperformancestudyusingbothsyn

6、theticandrealdatasetsisreportedtoverifyitseffectivenessandefficiency.andq3.Inthistable,attributedistance-to-beachandattributeI.INTRODUCTIONcostofeachpackagearegiven.However,attributepriceistoDominanceanalysisisimportantinmanymulti-criteriabedeterminedbyt

7、heagency.decisionmakingapplications.Example2(ProfitablePricewithOnePackage):SupposeExample1(Skyline):Considerthatacustomerislook-thatweselectonlyonenewpackage,saysq1.WhatpriceingforavacationpackagetoHannoverusingsometravelshouldwesetforpackageq1?Ifwesett

8、hepriceofq1tobeagencieslikeExpedia.comandPriceline.com.Thecustomer$100,sincethecostofq1is$100,theprofitofq1isequalusestwocriteriaforchoosingapackage,namelypriceandto$100-$100=$0.Inotherwords,wecannotearnanydistance-to-beach,wherep

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