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Detection and handling of outliers in surveys

Research Project

Project/Area Number 17K03665
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Economic statistics
Research InstitutionWaseda University

Principal Investigator

Saigo Hiroshi  早稲田大学, 政治経済学術院, 教授 (00205626)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2019: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2018: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2017: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Keywords統計調査法 / 外れ値 / 世帯調査 / 事業所調査 / 統計調査 / 調査票の審査 / 事業所・企業調査 / 外れ値の検出 / 頑健推定 / 経済統計学 / 頑健性 / 機械学習
Outline of Final Research Achievements

We focused on methods for detecting and handling outliers in survey statistics. To obtain practical information on outliers in real survey data, we organized a meeting called Economic Statistics Meeting on a regular basis, four meetings in a year, twelve in three years. In the meeting, we discussed survey statistics in which outliers occur frequently and influence estimation tremendously through questions and answers with those who make the statistics. These discussions are a source of our research. Some papers are presented in Statistics published by the Japan Statistical Association. Currently, two manuscripts are under review in refereed journals.

Academic Significance and Societal Importance of the Research Achievements

統計調査における外れ値は、集計結果に影響を及ぼす。その的確な処理は、調査結果の集計精度向上に役立つ。統計調査における外れ値は、調査対象(世帯調査・事業所調査)に応じて性質が異なる。また、外れ値の発生頻度は、統計基準(産業分類など)によっても左右される。数理的な性質とともに、統計調査の周辺の条件も考慮しながら外れ値の検出と処理方法を研究することが本研究の特徴である。この研究の結果、統計調査の集計結果の安定することが期待できる。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (8 results)

All 2020 2019 2018 2017

All Journal Article (5 results) (of which Peer Reviewed: 1 results) Presentation (1 results) Book (2 results)

  • [Journal Article] 学歴と寿命2019

    • Author(s)
      西郷 浩
    • Journal Title

      統計(日本統計協会)

      Volume: 70 Pages: 41-44

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 文化芸術活動の分析のための社会生活基本調査2019

    • Author(s)
      西郷浩
    • Journal Title

      文化経済学

      Volume: 16(1) Pages: 15-19

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] 生活時間からみた高齢単身者2018

    • Author(s)
      西郷浩
    • Journal Title

      統計(日本統計協会)

      Volume: 69(7) Pages: 50-53

    • Related Report
      2018 Research-status Report
  • [Journal Article] 生活時間からみた単身者2018

    • Author(s)
      西郷浩
    • Journal Title

      統計(日本統計協会)

      Volume: 69(4) Pages: 20-25

    • Related Report
      2018 Research-status Report
  • [Journal Article] 統計から見た大学進学2017

    • Author(s)
      西郷浩
    • Journal Title

      統計(日本統計協会)

      Volume: 68(6) Pages: 51-54

    • Related Report
      2017 Research-status Report
  • [Presentation] 学会声明に関する経緯説明2019

    • Author(s)
      西郷 浩
    • Organizer
      日本統計学会春季集会
    • Related Report
      2019 Annual Research Report
  • [Book] 統計でみる日本2020(第12章 余暇活動)2020

    • Author(s)
      日本統計協会(第12章担当:西郷浩)
    • Total Pages
      333
    • Publisher
      日本統計協会
    • ISBN
      9784822340810
    • Related Report
      2019 Annual Research Report
  • [Book] 統計でみる日本20182017

    • Author(s)
      日本統計協会
    • Total Pages
      366
    • Publisher
      日本統計協会
    • ISBN
      9784822339913
    • Related Report
      2017 Research-status Report

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Published: 2017-04-28   Modified: 2021-02-19  

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