Enhancement of parcel valuation with adaptive artificial neural network modeling

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dc.contributor.authorYalpir, Sukran
dc.date.accessioned2020-03-26T19:53:46Z
dc.date.available2020-03-26T19:53:46Z
dc.date.issued2018
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractThis study targets a research on the application of artificial neural network (ANN) and multiple regression analysis (MRA) approaches in Geomatics Engineering science to land valuation process. The prediction capability was investigated and evaluated using three ANN models constructed with different activation functions (sigmoid, tangent hyperbolic and adaptive activation function) and MRA was used as a reference approach. These four methodologies were applied to land valuation in order to model the unit market value with various inputs based on essential criteria. All approaches were investigated with their estimation level in training and testing data. It was observed that adaptive ANN performed noticeably higher predicting the values with the highest accuracy and giving the smallest RMSE value in validation process, although other methodologies approximated to the raw data at a promising level for further valuation-based applications.en_US
dc.identifier.doi10.1007/s10462-016-9531-5en_US
dc.identifier.endpage405en_US
dc.identifier.issn0269-2821en_US
dc.identifier.issn1573-7462en_US
dc.identifier.issue3en_US
dc.identifier.scopusqualityQ1en_US
dc.identifier.startpage393en_US
dc.identifier.urihttps://dx.doi.org/10.1007/s10462-016-9531-5
dc.identifier.urihttps://hdl.handle.net/20.500.12395/36587
dc.identifier.volume49en_US
dc.identifier.wosWOS:000424884100004en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherSPRINGERen_US
dc.relation.ispartofARTIFICIAL INTELLIGENCE REVIEWen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectReal estate valuationen_US
dc.subjectArtificial neural network (ANN)en_US
dc.subjectAdaptive ANNen_US
dc.titleEnhancement of parcel valuation with adaptive artificial neural network modelingen_US
dc.typeArticleen_US

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