Spatial analysis and downscaling of inter-regional flow data with a consideration for spatial auto-correlation

• Project/Area Number: 15H04054
• Research Category: Grant-in-Aid for Scientific Research (B)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Civil engineering project/Traffic engineering
• Research Institution: University of Tsukuba
• Principal Investigator: TSUTSUMI MORITO 筑波大学, システム情報系, 教授 (70292886)
• Co-Investigator(Kenkyū-buntansha): 瀬谷 創 神戸大学, 工学研究科, 准教授 (20584296) ; 村上 大輔 国立研究開発法人国立環境研究所, 地球環境研究センター, 特別研究員 (20738249)
• Research Collaborator: 爲季 和樹 株式会社価値総合研究所 ; 吉田 崇紘 筑波大学, 大学院 ; 髙野 佳佑 筑波大学, 大学院 ; 菊川 康彬 株式会社帝国データバンク
• Project Period (FY): 2015-04-01 – 2018-03-31
• Project Status: Completed (Fiscal Year 2017)
• Budget Amount: ¥17,940,000 (Direct Cost: ¥13,800,000、Indirect Cost: ¥4,140,000); Fiscal Year 2017: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000); Fiscal Year 2016: ¥5,850,000 (Direct Cost: ¥4,500,000、Indirect Cost: ¥1,350,000); Fiscal Year 2015: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
• Keywords: 空間データ / ODフロー / 空間的自己相関 / 空間計量経済学

Outline of Final Research Achievements

This study focuses on the analysis and spatial downscaling of inter-regional Origin -Destination (OD) Flow Data represented by regional traffic volume and trade volume data with a consideration for spatial autocorrelation which is one of the characteristics of geographical spatial data. The study analyses various OD flow data, such as industrial location and inter-municipality migration data and proposes a spatial clustering technique for OD flow. The study also proposes a statistical methodology and technique to predict OD flows in spatial downsclaing.

Research Products

• [Journal Article] Spatial Modeling of Industrail Location Deteminatns in Japan: Empricial Analysis Using Spatial Econometric Approach (2018)
  • Author(s): Keisuke Takano, Morito Tsutsumi, and Yasuaki Kikukawa
  • Journal Title: Review of Urban and Regional Development Studies Volume: 30(1) Issue: 1 Pages: 26-43
  • DOI: 10.1111/rurd.12073
  • Peer Reviewed
• [Journal Article] Eigenvector spatial filtering for large datasets: fixed and random effects approaches (2018)
  • Author(s): Murakami, D., Griffith, D.A.
  • Journal Title: Geographical Analysis Volume: 印刷中 Issue: 1 Pages: 23-49
  • DOI: 10.1111/gean.12156
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] A Moran coefficient-based mixed effects approach to investigate spatially varying relationships (2017)
  • Author(s): Murakami, D., Yoshida, T., Seya, H., Griffith, D.A., and Yamagata, Y.
  • Journal Title: Spatial Statistics Volume: 19 Pages: 68-89
  • DOI: 10.1016/j.spasta.2016.12.001
  • NAID: 120006477546
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Ex-post identification of geographical extent of benefited area by a transportation project: Functional data analysis method (2016)
  • Author(s): Hajime Seya, Takahiro Yoshida, and Morito Tsutsumi
  • Journal Title: Journal of Transport Geography Volume: 55 Pages: 1-10
  • DOI: 10.1016/j.jtrangeo.2016.07.004
  • NAID: 120005868287
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] カウントデータにおける空間計量経済モデル (2015)
  • Author(s): 爲季和樹・堤盛人
  • Journal Title: 土木計画学研究・講演集 Volume: 51
• [Presentation] A spatiotemporal generalized hyperbolic model for heatwave monitoring (2018)
  • Author(s): Murakami, D., Septer, F., Peters, G.W., Matsui, T.
  • Organizer: 2018 International Workshop on Spatial and Temporal Modeling
• [Presentation] Spatial Analysis of Inter-prefectural Industrial Relocation Flow: Evidence from Japan (2017)
  • Author(s): Keisuke Takano and Morito Tsutsumi
  • Organizer: 11th World Conference of the Spatial Econometrics Association
  • Int'l Joint Research
• [Presentation] Measuring Industrial Agglomeration and Coagglomeration: An Exploratory Spatial Analysis Approach Applied to Japan (2017)
  • Author(s): Rim Er-Rbib, and Morito Tsutsumi
  • Organizer: 11th World Conference of the Spatial Econometrics Association
  • Int'l Joint Research
• [Presentation] Detection of Economic Areas in Japan Using Inter-firm Transaction Data (2017)
  • Author(s): Yasuaki Kikukawa, Keisuke Takano, and Morito Tsutsumi
  • Organizer: 57th ERSA Congress
  • Int'l Joint Research
• [Presentation] Detection of Functional Regions based on a Transaction Network of Business Establishments: Evidence from Miyagi Prefecture (2017)
  • Author(s): Yasuaki Kikukawa, Keisuke Takano, and Morito Tsutsumi
  • Organizer: The 7th Asian Seminar in Regional Science
• [Presentation] 大規模小売店舗・コンビニの出店が既存店舗の売上げに与える影響 (2017)
  • Author(s): 瀬谷創・濱中裕理・泊将史・力石真
  • Organizer: 第55回土木計画学研究発表会・春大会
• [Presentation] 鉄道廃線が地価に与える影響に関する統計的検証 (2017)
  • Author(s): 川久保槙二・瀬谷 創
  • Organizer: 第55回土木計画学研究発表会・春大会
• [Presentation] モランI統計量に基づく空間可変パラメータモデルの開発とRパッケージ化 (2017)
  • Author(s): 村上大輔・山形与志樹.
  • Organizer: 第55回土木計画学研究発表会・春大会
• [Presentation] DID法による過去の鉄道廃線が地価に与えた影響の分析 (2017)
  • Author(s): 川久保槙二・瀬谷 創
  • Organizer: 地理情報システム学会第26回研究発表大会
• [Presentation] The importance of scale in spatially varying coefficient modeling (2017)
  • Author(s): 村上大輔・Paul Harris・Binbin Lu・中谷友樹
  • Organizer: 地理情報システム学会第26回研究発表大会
• [Presentation] Spatially varying coefficient model for large dataset: a rank reduction approach (2017)
  • Author(s): Murakami, D., Yamagata, Y., & Daniel, A. Griffith
  • Organizer: 11th World Conference of the Spatial Econometrics Association
  • Int'l Joint Research
• [Presentation] 災害レジリエンスと太陽光発電に着目した空間詳細な電力需給バランスの推計 (2016)
  • Author(s): 村上大輔・山形与志樹.
  • Organizer: 第54回土木計画学研究発表大会(秋大会)
  • Place of Presentation: 長崎大学文教キャンパス（長崎県長崎市）
  • Year and Date: 2016-11-04
• [Presentation] Spatial Dependence in Industrial Location in Japan:An Application of Spatial Econometric Model (2016)
  • Author(s): Keisuke Takano, Morito Tsutsumi, and Yasuhisa Kikukawa
  • Organizer: 6th Asia Regional Science Seminar
  • Place of Presentation: Tohoku University, Sendai, Miyagi.
  • Year and Date: 2016-09-24
  • Int'l Joint Research
• [Presentation] Random effects specifications in eigenvector spatial filtering with application to a flood risk analysis (2016)
  • Author(s): Murakami, D., Yamagata, Y., D.A. Griffith, Hajime S, Yoshida, T.
  • Organizer: The 10th International Conference on Spatial Econometrics Association
  • Place of Presentation: Roma, Italy
  • Year and Date: 2016-06-13
  • Int'l Joint Research
• [Presentation] Spatial multinomial logit models: a comparative Monte Carlo study (2016)
  • Author(s): Yoshida T., Murakami, D., Hajime S, Tsutsumi, M.
  • Organizer: The 10th International Conference on Spatial Econometrics Association
  • Place of Presentation: Roma, Italy
  • Year and Date: 2016-06-13
  • Int'l Joint Research
• [Presentation] 人の動きデータを用いた熱波リスクの空間統計解析 (2016)
  • Author(s): 村上大輔・山形与志樹
  • Organizer: 第53回土木計画学研究発表大会(春大会)
  • Place of Presentation: 北海道大学（北海道札幌市）
  • Year and Date: 2016-05-28
• [Presentation] 固有ベクトル空間フィルタリングを用いて空間従属性を考慮した日本の産業立地要因分析 (2016)
  • Author(s): 高野佳佑・堤盛人・菊川康彬
  • Organizer: 第53回土木計画学研究発表大会(春大会)
  • Place of Presentation: 北海道大学（北海道札幌市）
  • Year and Date: 2016-05-28
• [Presentation] Spatial competition among retail gasoline stations in Japan (2015)
  • Author(s): Hajime Seya, Yutaka Ito, Makoto Chikaraishi, and Makoto Tsukai
  • Organizer: 第29回ARSC研究発表大会（応用地域学会）
  • Place of Presentation: 慶応義塾大学三田キャンパス（東京都港区）
  • Year and Date: 2015-11-28
• [Presentation] Compositional data model considering spatial dependency (2015)
  • Author(s): Takahiro Yoshida and Morito Tsutsumi
  • Organizer: Spatial Statistics 2015
  • Place of Presentation: Avignion, France
  • Year and Date: 2015-06-06
  • Int'l Joint Research
• [Presentation] Regression Model for Compositional Data using a spatial econometric approach (2015)
  • Author(s): Takahiro Yoshida and Morito Tsutsumi
  • Organizer: The 6th International Workshop on Compositional Data Analysis
  • Place of Presentation: Girona, Spain
  • Year and Date: 2015-06-01
  • Int'l Joint Research
• [Presentation] Model Specification and Estimation for Count Data in Spatial Econometrics (2015)
  • Author(s): Kazuki Tamesue and Morito Tsutsumi
  • Organizer: The Nineth World Conference of the Spatial Econometrics Association
  • Place of Presentation: Miami, USA
  • Year and Date: 2015-05-22
  • Int'l Joint Research