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Development of Bayesian Methods for Data Analysis and Their Application

Research Project

Project/Area Number 11680332
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

KASHIWAGI Nobuhisa  Dept. of Statistical Methodology, Assoc. Prot., 調査実験解析研究系, 助教授 (50150032)

Project Period (FY) 1999 – 2002
Project Status Completed (Fiscal Year 2002)
Budget Amount *help
¥3,200,000 (Direct Cost: ¥3,200,000)
Fiscal Year 2002: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2001: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2000: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 1999: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsBayes / state-space / space-time analysis / seasonal adjustment / CMB / remote sensing / water quality / dioxins / ベイズの定理 / 尤度 / 東京湾の水質 / ダイオキシン類 / 浮遊粒子状物質 / Chemical Mass Balance / 状態空間法 / 東京湾 / 熱帯降雨観測衛星 / ヒートアイランド / 時空間 / 環境 / 遺伝子 / 熱帯降雨
Research Abstract

Several statistical methods have been developed to analyze actual data, which include measurements of water quality in Tokyo Bay, measurements of concentrations of dioxins in environment, measurements of the precipitation radar of Tropical Rainfall Measuring Mission, animal genome and some epidemiological data.
1. A Bayesian space-time seasonal adjustment method was developed to analyze Tokyo Bay pollution data. The method revealed characteristics of space-time variation of water quality in Tokyo Bay including water temperature, salinity, COD, DO, nitrogen and phosphor.
2. To estimate source contributions to concentrations of dioxins bi various environmental media, a Chemical Mass Balance method was developed based on functional relationship analysis. The method was applied to several data sets.
3. A generalized method was developed to derive a raindrop size distribution model over a space domain.
4. A Bayesian method to predict gene location in animals was developed using linkage map of mouse.

Report

(5 results)
  • 2002 Annual Research Report   Final Research Report Summary
  • 2001 Annual Research Report
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • Research Products

    (35 results)

All Other

All Publications (35 results)

  • [Publications] Honjo, Yusuke: "Matching objective and subjective information in groundwater inverse analysis"Water Resources Research. 35. 435-447 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 名倉 秀子: "正月三が日における喫食時刻の時系列解析"日本家政学会誌. 50. 361-369 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kozu, Toshiaki: "Estimation of raindrop size distribution parameters using slatistical relations between multi-parameter rainfall remote sensing data"Proceedings of the 29th International Conference on Radar Meteorology. 689-692 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 安藤 晴夫: "東京湾内湾の水質の長期変動傾向について"東京都環境科学研究所年報. 60-67 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 柏木 宣久: "東京湾データの解析"Estrela. No.70. 16-22 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 和田 康彦: "マウスゲノムとの比較遺伝子地図を用いた未マッピング遺伝子の染色体の予測"計量生物学. 20. 193-200 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 二宮 勝幸: "植物プランクトンの増殖に伴うN/P比の変化に関する理論的考察および東京湾におけるN/P比の空間分布の季節別特徴"横浜市環境科学研究所報. No.24. 62-70 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 伊谷 昭幸: "高度肥満群とバランスの良い体格群の小中学校時代からの追跡調査;生活習慣病予防のために"日本医師会雑誌. 125. 897-904 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 柏木 宣久: "関数関係解析によるChemical Mass Balance"応用統計学. 31. 59-74 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 安藤 晴夫: "東京湾における水質平面濃度分布の変遷と特徴"東京都環境科学研究所年報. 97-104 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 飯村 文成: "都内運河におけるダイオキシン類の堆積状況"東京都環境科学研究所年報. 105-112 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kashiwagi, Nobuhisa: "A space-time state-space modeling of Tokyo Bay Pollution"Sustainable Environments : A statistical Analysis (eds. A.K.Ghosh et al.) Oxford Univ. Press. New Delhi. 42-62 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Honjo,Y. and Kashiwagi,N.: "Matching objective and subjective information in groundwater inverse analysis by Akaike Bayesian information criterion"Water Resources Research. 35. 435-447 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Nagura,H., Ogoshi,H., Moteki,M. and Kashiwagi,N.: "Time-series analysis of meal times on the first three days of the New Year"Journal of Home Economics of Japan. 50. 361-369 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kojzu,T., Iguchi,T., Shimizu,K. and Kashiwagi,N.: "Estimation of raindrop size distribution parameters using statistical relations between multi-parameter rainfall remote sensing data"Proceedings of the 29th International Conference on Radar Meteorology. 689-692 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ando,H., Kashiwagi,N., Ninomiya,K. and Ogura,H.: "Long-term trends of water quality in the coastal Sea of Tokyo"Annual Report of the Tokyo Metropolitan Research Institute for Environmental Protection. 60-67 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kashiwagi,N.: "Analysis of Tokyo Bay data"Estrela. No.70. 16-22 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Wada,Y., Kishino,H. and Kashiwagi,N.: "Using linkage map of mouse for prediction of gene location in animals"Japanese Journal of Biometrics. 20. 193-200 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ninomiya,K., Kashiwagi,N., Ando,H. and Ogura,H.: "Theoretical investigation on change of N/P ratio caused by multiplication of phytoplankton and seasonal characteristics of spatial distribution of N/P ratio in Tokyo Bay"Annual Report of Yokohama Environmental Science Research Institute. No.24. 62-70 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Itani,T., Itani,Y. and Kashiwagi,N.: "On the results of a follow-up survey of overweight and average build children ; to prevent life-style related diseases"Journal of the Japan Medical Association. 125. 897-904 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kashiwagi,N., Sasaki,Y., Iimura,F. and Ando,H.: "Chemical mass balance by functional relationship analysis"Japanese Journal of Applied Statistics. 31. 59-74 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Ando,H., Kashiwagi,N., Ninomiya,K., Ogura,H. and Yamazaki,M.: "Temporal changes and characteristics of spatial water quality distribution in Tokyo Bay"Annual Report of the Tokyo Metropolitan Research Institute for Environmental Protection. 97-104 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Iimura,F., Ikeda,H. Sasaki,Y., Tsukui,T., Yoshioka,H., Ando,H. and Kashiwagi,N.: "Sedimentation of dioxin in canal-rivers in Tokyo"Annual Report of the Tokyo Metropolitan Research Institute for Environmental Protection. 105-1112 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] Kashiwagi,N., Ninomiya,K., Ando,H. and Ogura,H.: "A space-time state-space modeling of Tokyo Bay pollution"Sustainable Environments : a Statistical Analysis (eds. A.K.Ghosh et al.), Oxford University Press, New Delhi. 42-62 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2002 Final Research Report Summary
  • [Publications] 柏木, 宣久: "関数関係解析によるChemical Mass Balance"応用統計学. 31・1. 59-74 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 安藤, 晴夫: "東京湾における水質平面濃度分布の変遷と特徴"東京都環境科学研究所年報. 97-104 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 飯村, 文成: "都内運河におけるダイオキシン類の堆積状況"東京都環境科学研究所年報. 105-112 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 伊谷 昭幸: "高度肥満群とバランスの良い体格群の小中学校時代からの追跡調査;生活習慣病予防のために"日本医師会雑誌. 125・6. 897-904 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Kashiwagi, Nobuhisa: "Space-time state-space modeling of Tokyo Bay pollution"統計数理研究所研究教育活動報告. No.13. 81-94 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] 和田康彦: "マウスゲノムとの比較遺伝子地図を用いた未マッピング遺伝子の予測"計量生物学. Vol.20. 193-200 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 二宮勝幸: "植物プランクトンの増殖に伴うN/P比の変化に関する理論的考察"横浜市環境科学研究所報. No.24. 62-70 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Kozu, Toshiaki: "Estimation of raindrop size distribution parameters using statistical relations between multi-parameter rainfall remote sensing data"Proceedings of the 29th International Conference on Rader Meteorology. 689-692 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] Kashiwagi, Nobuhisa: "A space-time state-space modeling of Tokyo Bay Pollution"Research Memorandum of the Institute of Statistical Mathematics. No. 737. (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 安藤春夫: "東京湾内湾の水質の長期変動傾向について"東京都環境科学研究所年報. 60-67 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 柏木宣久: "東京湾データの解析"Estrela. No. 70. 16-22 (2000)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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