Journal of Property Valuation and Investment · 1992 · 135 citations · 5 references
BusinessBusiness EconomicsReal EstateMachine LearningReal Estate AppraisalReal Estate ValuationAppraisal MethodsHousing EconomicsMarket Value EstimationMass AppraisalProperty ValuationResidential Property AppraisalApartment Market AnalysisApartment ValuationArtificial Intelligence In EstimatingMachine Learning In ValuationMachine Learning Valuation ModelsMass Appraisal SystemsMultiple RegressionNeural Network Modeling
Introduces the theory of artificial neural networks (ANN). Discusses its application to the valuation of residential apartments. Compares the performance of the back propagation neural network (BP) model in estimating sale prices of apartments against the traditional multiple regression analysis (MRA) model. Concludes that the neural network model is an easy‐to‐use, black‐box alternative to the MRA model.
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