A Learning System Prediction Method Using Fuzzy Regression

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1、ProceedingsoftheInternationalMultiConferenceofEngineersandComputerScientists2008VolIIMECS2008,19-21March,2008,HongKongALearningSystemPredictionMethodUsingFuzzyRegressionRosmaM.Dom,SameemA.Kareem,Ishak.A.Razak,BasirAbidinAbstract-Thispaperreportsonthedevelopmentof

2、awhenthereisanambiguousrelationshipbetweenlearningsystemforthepredictionofdichotomousresponseexplanatoryandresponsevariable[1,6,11,13].Decisionvariablesbycombiningfuzzyconceptwithclassicalregressionmakersarelookingfornewmeasuresparticularlyamongtechnique.Thealgor

3、ithminvolveslineartransformationtheartificialintelligenttechniquestoovercometheabovefollowedbylinearprogramming.Inthealgorithmpresenteditmentionedsituation.Indecisionmakingexercisesmorewasassumedthatthelogarithmoftheodds(logit)islinearlyoftenthannotpredictionoutc

4、omesheavilyreliedonpriorrelatedtoX’s,theindependentvariablesafterundergoingthelogittransformation.Inthispapertheresearchbackgroundsexperiencesorincomputingtermsreferredassupervisedandmethodologyarepresentedlearning.ThisstudyishighlyinfluencedbytheworksofIndexterm

5、s-dichotomous,fuzzyregression,predictionresearchersinvestigatingthefeasibilityofusingmachinelearningtechniquesinoralcancerdetectionandscreening[8,9,12]I.INTRODUCTIONThereisaneedforpreciseandaccuratepredictionlearningsystemduetoquestionableaccuracyandA.ResearchAim

6、sandScopeapplicabilityofexistingstatisticalandartificialintelligentTheaimofthisresearchistodevelopaprototypeofapredictionmodelsparticularlywhendealingwithsmallcomputer-basedpredictionmodelbyusingfuzzyregressionsamplesizeand/orwhenthereisanambiguousmethodsthatcanb

7、eusedatindividualaswellasgrouprelationshipbetweentheexplanatoryandresponsepredictionlevel.Thescopeofthisresearchisrestrictedtovariables.crispinputvariableandbinaryresponsevariables.Tofulfilltheseneedsanefforthadbeentakentodevelopanewlearningsystembasedontheadvanc

8、esofsoftcomputingparticularlyforcancerscreeninginitiatives.OurB.ResearchConceptualandTheoreticalFrameworksproposedlearningsystemisacomputerprogramthatmakesRegr