智慧型計算應用於不動產估價模式自動化之研究;Automating Appraisal Model for Real Estate Using Computational Intelligence

NCUIR > Engineering College > Graduate Institute of construction engineering > Research Project > Item 987654321/63337

Please use this identifier to cite or link to this item: http://ir.lib.ncu.edu.tw/handle/987654321/63337

Title:	智慧型計算應用於不動產估價模式自動化之研究;Automating Appraisal Model for Real Estate Using Computational Intelligence
Authors:	陳介豪
Contributors:	國立中央大學營建管理研究所
Keywords:	財政（含金融;保險）
Date:	2012-12-01
Issue Date:	2014-03-17 14:27:31 (UTC+8)
Publisher:	行政院國家科學委員會
Abstract:	研究期間：10108~10207;The purpose of this proposal is to automate pricing model for real estate using computational intelligence algorithms. A database will be established at first, integrating a GIS system and actual trade data. The database is expected to include estimate datasets of over 5,000. As a result, we will identify and quantify attributes that affect buyers’ pattern by the use of the analytic hierarchy process (AHP) technique so as to bring up customers’ viewpoints for practitioners and to set the inputs for the next stage. Using such inputs, the prediction model founded on the support vector machine (SVM) concept will promisingly yield outcomes forecasting real estate prices. Third stage will adopt a novel clustering algorithm named swarm-inspired projection (SIP) to explore data characteristics and clustering features. The results obtained from SIP will be compared to those from SVM. The anticipated contributions lie in the identification of attributes by customers’ viewpoints, prediction and pricing of real estate, and the comparison between classification and clustering in solving the problem of real estate pricing.
Relation:	財團法人國家實驗研究院科技政策研究與資訊中心
Appears in Collections:	[Graduate Institute of construction engineering] Research Project

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