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Long-term travel demand forecasting models considering parameter changes over time

Research Project

Project/Area Number 25380564
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Commerce
Research InstitutionKobe University

Principal Investigator

SANKO Nobuhiro  神戸大学, 経営学研究科, 准教授 (00403220)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords消費者行動 / 交通行動 / 交通手段選択 / 需要予測 / 移転可能性 / 断面調査 / サンプル数 / モデル更新 / 調査 / データの新しさ / モデルの更新 / 国内総生産
Outline of Final Research Achievements

When cross-sectional data from multiple time points are available for modelling, models estimated with data from multiple time points, where parameters are expressed as functions of constant gross domestic product per capita, produced better forecasting performance than conventional models estimated with data from only the most recent time point. When data are available from two points in time with ten year interval, a use of older data in addition to more recent data contributes little to improve forecasting performance. Models estimated with several hundred observations from the more recent time point produced statistically significantly better forecasts than models estimated with 10000 observations from the older time point. Model updating methods, which utilise data from both the older and more recent time points, never produced statistically significantly better forecasts than models utilising data from only the more recent time point.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (8 results)

All 2016 2015 2014

All Presentation (8 results) (of which Int'l Joint Research: 2 results)

  • [Presentation] Criteria for selecting model updating methods for better temporal transferability2016

    • Author(s)
      三古展弘
    • Organizer
      The 95th Annual Meeting of the Transportation Research Board
    • Place of Presentation
      ワシントンDC(米国)
    • Year and Date
      2016-01-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 時間移転性向上のためのモデル更新法の選択基準2015

    • Author(s)
      三古展弘
    • Organizer
      第52回土木計画学研究発表会
    • Place of Presentation
      秋田大学(秋田県・秋田市)
    • Year and Date
      2015-11-21
    • Related Report
      2015 Annual Research Report
  • [Presentation] Should small samples from recent time point be used with older data? Applicability of updating models by transfer scaling2015

    • Author(s)
      三古展弘
    • Organizer
      hEART 2015 - 4th Symposium of the European Association for Research in Transportation
    • Place of Presentation
      コペンハーゲン(デンマーク)
    • Year and Date
      2015-09-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 新しい小さいサンプルは古い大きいサンプルと同時に使うべきか:定数項の修正によるモデル更新の適用可能性2015

    • Author(s)
      三古展弘
    • Organizer
      第51回土木計画学研究発表会
    • Place of Presentation
      九州大学(福岡県・福岡市)
    • Year and Date
      2015-06-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] ①複数時点の断面データを同時に用いた交通需要予測の改善,②交通需要予測におけるデータの新しさとサンプル数のトレードオフ2015

    • Author(s)
      三古展弘
    • Organizer
      日本交通学会関西部会「4月例会」
    • Place of Presentation
      中央電気倶楽部213号室(大阪府・大阪市)
    • Year and Date
      2015-04-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] Trade-off between data newness and number of observations for travel demand forecasting2015

    • Author(s)
      三古展弘
    • Organizer
      The 94th Annual Meeting of the Transportation Research Board
    • Place of Presentation
      ワシントンDC(米国)
    • Year and Date
      2015-01-14
    • Related Report
      2014 Research-status Report
  • [Presentation] 交通需要予測におけるデータの新しさとサンプル数のトレードオフ2014

    • Author(s)
      三古展弘
    • Organizer
      第50回土木計画学研究発表会
    • Place of Presentation
      鳥取大学
    • Year and Date
      2014-11-03
    • Related Report
      2014 Research-status Report
  • [Presentation] Travel demand forecasts by using repeated cross-sectional data: attempt to express parameters as functions of gross domestic product per capita2014

    • Author(s)
      三古展弘
    • Organizer
      The 93rd Annual Meeting of the Transportation Research Board
    • Place of Presentation
      米国,ワシントンDC
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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