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Development of the Likelihood Procedures for the Spatial Point Patterns and Their Applications

Research Project

Project/Area Number 60530016
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 統計学
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

TANEMURA Masaharu (1986)  Associate Professor, The Institute of Statistical Mathematics, その他, 助教授 (80000214)

稲村 正美 (1985)  統計数理研究所

Co-Investigator(Kenkyū-buntansha) OGATA Yosihiko  Associate Professor, The Institute of Statistical Mathematics, 統計基礎研究系, 助教授 (70000213)
Project Period (FY) 1985 – 1986
Project Status Completed (Fiscal Year 1986)
Budget Amount *help
¥1,100,000 (Direct Cost: ¥1,100,000)
Fiscal Year 1986: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1985: ¥800,000 (Direct Cost: ¥800,000)
KeywordsSpatial data / Interaction potential / Soft-core model / Spatial variation of environment / Ecology / Gibbsian likelihood / Nearest neighbour distance / マーク付き点過程
Research Abstract

For the patterns of certain objects which are distributed in the plane or in the space, there are requirements to analyse them statistically in many fields of applied science such as ecology, geography, medicine, material technology, physics, chemistry and so on. In the statistical analysis and statistical modelling of spatial patterns, there appear new features which are different from those in the other fields of statistics and which are difficult to manage by the prevailing methods. Thus, spatial data need an original methodology for its own. The likelihood-based procedures for spatial data will be of course desirable, but until now they are not sufficiently developed because of the difficulties in constructing and in practically computing likelihood functions in many cases.
Several years ago, we have realized likelihood procedure for estimating interaction potentials of spatial point patterns, by overcoming the difficulty through an application of approximation methods. In this research project, we aimed at developing our procedure to be applicable for wider classes of spatial patterns and models. As a result, it became possible, in case the condition of environment is inhomogeneous, to estimate both the interaction potential between objects and the spatial variation of environment. Moreover, when repulsive interactions are expected, we extended a set of individual one-parameter soft-core models to a single two-parameter soft-core model and made possible to use wider class of models. Several other researches concerning spatial point patterns were also done during the period of this project. There are many problems untached including the application to respective fileds of science, and we hope to consider them to be the future themes of our research.

Report

(1 results)
  • 1986 Final Research Report Summary
  • Research Products

    (8 results)

All Other

All Publications (8 results)

  • [Publications] Y.Ogata,Eds.I.S.Francis;B.F.J.Manly;F.C.Lecam: Pacific Statistical Congress,North Holland. 150-154 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1986 Final Research Report Summary
  • [Publications] Y.Ogata: Proceedings of the XIIIth International Biometric Conference:Invited Papers,Seattle,Wasington,U.S.A.July 27-August 1,1986. 12.14-12.28 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1986 Final Research Report Summary
  • [Publications] M.Tanemura General Ed.:S.Ishizaka: Science on Form:Proceedings of the First International Symposium for Science on Form,KTK Scientific Publishers,Reidel. 157-165 (1986)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1986 Final Research Report Summary
  • [Publications] M.Tanemura: Biometrics Research Memorandum No.320,The Institute of Statistical Math.(1987)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1986 Final Research Report Summary
  • [Publications] Y.Ogata: "Likelihood Estimation of Interaction Potentials and External Fields of Inhomogeneous Spatial Point Patterns" Pacific Statistical Congress(Eds. I.S.Francis, B.F.Manly and F.C.Lecam), North Holland. 150-154 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1986 Final Research Report Summary
  • [Publications] Y.Ogata: "The Likelihood Analysis for Spatial Point Patterns" Proceedings of the XIIIth International Biometric Conference: Invited Papers, Seattle, Washington, U.S.A. July 27-August 1, 1986. 12.14-12.28 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1986 Final Research Report Summary
  • [Publications] M.Tanemura: "On the Stereology of the Radial Distribution Function of Hard-Sphere Systems" Science on FORM :Proceedings of the First International Symposium for Science on Form (General ed.: S.Ishizaka), Reidel. 157-165 (1986)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1986 Final Research Report Summary
  • [Publications] M.Tanemura: "Nearest Neighbour Distance Approach for the Analysis of Spatial Point Patterns" Biometrics [Research Memorandum No. 320, The Institute of Statistical Mathematics]. (1987)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1986 Final Research Report Summary

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Published: 1987-03-31   Modified: 2016-04-21  

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