The Spatial neural network model with disruptive technology for property appraisal in real estate industry

•A Spatial Neural Network (SNN) model is proposed for automatic property appraisal as required by Basel II and Ш, called Property Appraisal 4.0.•We uses disruptive technology and discover hidden neighbourhood features of real estate information in the satellite embedding vectors.•The latest deep lea...

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Veröffentlicht in:	Technological forecasting & social change 2021-12, Vol.173, p.121067, Article 121067
Hauptverfasser:	Lin, Regina Fang-Ying, Ou, Chiye, Tseng, Kuo-Kun, Bowen, Deng, Yung, K.L., Ip, W.H.
Format:	Artikel
Sprache:	eng
Schlagworte:	Appraisals Class activation mapping Deep learning Deep-Automated Optical Inspection (AOI) Disruptive innovation Disruptive technology Distillation Evaluation Inspection Machinery Neural networks Property values Real estate Real estate appraisal Real estate valuation Spatial information Spatial neural network Support vector machines Technology Valuation
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