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Statistical Models of Deforestation in Human Dimension

Research Project

Project/Area Number 26330040
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionHiroshima University of Economics (2015-2016)
Shimane University (2014)

Principal Investigator

TANAKA Shojiro  広島経済大学, 経済学部, 教授 (00197427)

Co-Investigator(Kenkyū-buntansha) 西井 龍映  九州大学, マス・フォア・インダストリ研究所, 教授 (40127684)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords人口との相互作用による森林減少モデル / 空間統計学 / データ駆動型解析 / 簡便なモデル推定方法評価 / 環境データ解析 / 国際研究者交流 / 簡便なモデル推定方法開発 / 国際研究者交流,米国
Outline of Final Research Achievements

This aided research explored functional forms of man-landcover interrelations. The basic strategy was to use landcover and topological data mashed up with cell-formed population density data.
Two factors -- human population size and relief energy: difference of minimum altitude from the maximum in a sampled area -- were picked up firstly to make elucidation of forest coverage ratio on the same site. The functional forms with sigmoidal shape were suggested by step functions fitted to one-kilometer square high precision grid-cell data in Japan. By calculating relative appropriateness to data, AIC and BIC were applied. The two-type values by step functions -- one by independent model, the other by a model that takes neighbor effect -- indicated baseline fitness indices to examine succeeding suitability of candidate functions. The best model showed best performance in common among test areas of China and Japan.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (18 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (2 results) Journal Article (7 results) (of which Open Access: 4 results,  Peer Reviewed: 6 results,  Acknowledgement Compliant: 6 results) Presentation (3 results) (of which Int'l Joint Research: 1 results,  Invited: 2 results) Book (1 results) Remarks (5 results)

  • [Int'l Joint Research] University of Illinois Urbana-Champaign(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] CIESIN, Columbia大学(米国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] An Algorithm to Reduce Map Coordinate Data Points2016

    • Author(s)
      田中章司郎・坂口隼
    • Journal Title

      広島経済大学研究論集

      Volume: 39 Issue: 3・4 Pages: 31-46

    • DOI

      10.18996/kenkyu2016390303

    • NAID

      120005941825

    • URL

      https://hue.repo.nii.ac.jp/records/388

    • Year and Date
      2016-12-31
    • Related Report
      2016 Annual Research Report
    • Open Access
  • [Journal Article] Relation between awarding of grants-in-aid for scientific research and characteristics of applicants in Japanese universities.2016

    • Author(s)
      M. Hosotsubo and R. Nishii
    • Journal Title

      Scientmetrics

      Volume: 109 Issue: 2 Pages: 1097-1116

    • DOI

      10.1007/s11192-016-2074-3

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Novel wrapper approach for variable selection in support vector machine2016

    • Author(s)
      S. Koda, R. Nishii and Y. Fukasawa
    • Journal Title

      Bulletin of Informatics and Cybernetics

      Volume: 48 Pages: 105-117

    • NAID

      120006558903

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Incorporation of gridded data into the analysis of remotely-sensed images2015

    • Author(s)
      S. Tanaka and R. Nishii
    • Journal Title

      Proc. IEEE IGARSS 2015

      Volume: 1 Pages: 2548-2551

    • DOI

      10.1109/igarss.2015.7326331

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Unified modeling based on SVM and SVR for prediction of forest area ration by human population density and relief enargy2015

    • Author(s)
      R. Nishii and S. Tanaka
    • Journal Title

      Proc. IEEE IGARSS 2015

      Volume: 1 Pages: 2552-2555

    • DOI

      10.1109/igarss.2015.7326332

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Re-evaluation of topographic attributes with human population2014

    • Author(s)
      S. Tanaka and R. Nishii
    • Journal Title

      Proc. IEEE IGARSS 2014

      Volume: 1 Pages: 3503-3505

    • DOI

      10.1109/igarss.2014.6946907

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Regression analysis and its development2014

    • Author(s)
      R. Nishii
    • Journal Title

      Mathematics for Industry, Springer

      Volume: 5 Pages: 249-262

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Statistical analysis of global gene expression data and applications to plant growth2017

    • Author(s)
      Ryuei Nishii
    • Organizer
      I²CNER Annual Symposium 2017
    • Place of Presentation
      九州大学伊都キャンパス(福岡県福岡市)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] ベイジアンネットワークによる構造学習と材料品質への応用ー統計的手法の産業界への貢献ー2016

    • Author(s)
      Ryuei Nishii
    • Organizer
      2016 年度日本機械学会年次大会
    • Place of Presentation
      九州大学伊都キャンパス(福岡県福岡市)
    • Year and Date
      2016-09-11
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Overall review of statistical spatial relations of neighbor cells in deforestation models2016

    • Author(s)
      Shojiro Tanaka and Ryuei Nishii
    • Organizer
      統計数理研究所共同研究集会
    • Place of Presentation
      統計数理研究所(東京都立川市)
    • Related Report
      2016 Annual Research Report
  • [Book] 実データの統計推測を題材とした学部教育. 大学教育の数学的リテラシー2017

    • Author(s)
      西井龍映(分担執筆)
    • Publisher
      東信堂
    • Related Report
      2016 Annual Research Report
  • [Remarks] Center for International Earth Science Info. Net.

    • URL

      http://www.ciesin.org/

    • Related Report
      2015 Research-status Report
  • [Remarks] JRC Science Hub - European Commission

    • URL

      http://ec.europa.eu/jrc/

    • Related Report
      2015 Research-status Report
  • [Remarks] AIT Austrian Institute of Technology

    • URL

      http://www.ait.ac.at/

    • Related Report
      2015 Research-status Report
  • [Remarks] 九州大学 マス・フォア・インダストリ研究所

    • URL

      http://www.imi.kyushu-u.ac.jp/

    • Related Report
      2015 Research-status Report
  • [Remarks] S. Tanaka's web page

    • URL

      http://www.shojiro-tanaka.net/

    • Related Report
      2015 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2022-02-16  

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