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Evaluation of Lot Shape for Automated System of Land Appraisal with Neural Networks

Research Project

Project/Area Number 09480078
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field 社会システム工学
Research InstitutionThe University of Tokyo

Principal Investigator

ASAMI Yasushi  School of Engineering, University of Tokyo, Associate Professor, 大学院・工学系研究科, 助教授 (10192949)

Project Period (FY) 1997 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥11,600,000 (Direct Cost: ¥11,600,000)
Fiscal Year 1999: ¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 1998: ¥2,500,000 (Direct Cost: ¥2,500,000)
Fiscal Year 1997: ¥6,100,000 (Direct Cost: ¥6,100,000)
Keywordsland / appraisal / lot / evaluation of shape / subdivision / residential environment / hedonic analysis / sales comparative method / 遺伝的アルゴリズム / 土地評価システム / 分割最適化 / 不動産鑑定評価 / 自動化システム / 画地形状 / 住宅地 / 地価 / 居住環境
Research Abstract

The aim of this research is to develop a method to evaluate the shape of lots in appraisal process: developing appraisal function using such as neural networks, analyzing the shape evaluation mechanism, and developing a partial system of land appraisal. This year as the final year of the project I refined evaluation function of land price using detailed database of land prices in Setagaya-ku in Tokyo, through which two major results have been obtained. One set of results is to estimate a very precise hedonic land price model of detailed data on lot shape, locational factors and environmental factors. Significance of the model lies in its incorporation of micro-level residential environment that enabled us to evaluate in monetary terms the external effects of subdivision of land parcels as well as allocation of parks. In particular, the effects of greenery and lend-use mixture have different influence depending on the size of the lot. For larger lots, the greenery effect is smaller, and the land-use mixture effect is larger. This model can be used to city planning/right adjustment supporting system in district planning, and can be applied to obtain optimal block division problems. The other set of results concerns the appropriate choice of reference lots in appraisal process. It was empirically shown that appropriate choice of reference lots enables us to evaluate the land price more precisely than a hedonic regression. This result justifies the sales comparative method in appraisal process. Moreover, the results revealed what kind of factors of reference lots should be conformed to the lot in evaluation: Distance to the nearest railway station, time to the central city, and shape of lots such as corner lot and flag shape should be equalized as much as possible for the precise appraisal.

Report

(4 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • 1997 Annual Research Report
  • Research Products

    (6 results)

All Other

All Publications (6 results)

  • [Publications] Asami,Y.and T.Ohtaki: "Prediction of Shape of Detached Houses on Residential Lots"Environment and Planning B:Planning and Design. (印刷中). (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] 日高靖郎,浅見泰司: "遺伝的アルゴリズムを用いた画地分割最適化システム"地理情報システム学会講演論文集. 7. 275-280 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Gao,X. and Y.Asami: "The External Effects of Local Attributes on Living Environment in Detached Residential Blocks"(投稿中).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Asami, Y. and T. Ohtaki: "Prediction of Shape of Detached Houses on Residential Lots"Environment and Planning B : Planning and Design. (forthcoming). (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] Asami, Y. and T. Ohtaki: "Prediction of Sshae of Detached Houses on Residential Lots"Environment and Planning B : Planning and Design. (印刷中). (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 日高靖郎・浅見泰司: "遺伝的アルゴリズムを用いた画地分割最適化システム" 地理情報システム学会講演論文集. 7. 275-280 (1998)

    • Related Report
      1998 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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