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2013 Fiscal Year Final Research Report

Statistical modeling for human gait analysis based on field data

Research Project

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Project/Area Number 23650146
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionChuo University

Principal Investigator

KAMAKURA Toshinari  中央大学, 理工学部, 教授 (40150031)

Co-Investigator(Kenkyū-buntansha) KONISHI Sadanori  中央大学, 理工学部, 教授 (40090550)
WATANABE Norio  中央大学, 理工学部, 教授 (10182940)
Project Period (FY) 2011 – 2013
Keywordsgait analysis / statistical model
Research Abstract

In this study we studied the problem of analyzing and classifying frontal view human gait by registration and modeling on a video data. Firstly we created the statistical walking model with constant speed and succeeded in estimating parameters included in the gait models with the scale changing parameter and the speed parameter that indicates the speed of human walking. We also investigated the model and estimation accuracy with the motion capture system which gave us precise measurements of trajectories of moving objects. Our basic statistical gait model only includes two parameters of registration and speed and we can easily estimate the parameters from frontal view gait video data. Secondly, we extended this simple model to handle the speed changing and other human movement parameters. Collins et al. (2009) has reported that arm swing is an very important role in the gait motion based on the simple gait model. We considered the human gait modeling based Collins et al. (2009).

  • Research Products

    (43 results)

All 2014 2013 2012 2011

All Journal Article (20 results) (of which Peer Reviewed: 16 results) Presentation (20 results) Book (1 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] Robust sparse regression nmodeling and tuning parameter selection via the efficient bootstrap information criteria2013

    • Author(s)
      Park, H,, Sakaori, F.and Konishi, S
    • Journal Title

      Journal of Statistical, journal of Statistical Computation and Smulation

      Volume: 83巻 Pages: 1-12

    • DOI

      10.1080/00949655.2012.755532

    • Peer Reviewed
  • [Journal Article] Tunmg parameter selection in sparse regression modehng2013

    • Author(s)
      Hirose, K,, Tateishi, S. and Konishi, S
    • Journal Title

      Computational Statistics and Data Analysis

      Volume: 59巻 Pages: 28-40

    • DOI

      10.1016/j.csda,2012.10.00

    • Peer Reviewed
  • [Journal Article] A consistent method of estimation for the three-parameter Weibull distribution2013

    • Author(s)
      Nagatsuka, H, Kamakura, T, and Balakrishnan, N
    • Journal Title

      Computational Statistics and Data Analysis

      Volume: 58巻 Pages: 210-226

    • DOI

      10.1016/j・csda,2012.09.00

    • Peer Reviewed
  • [Journal Article] Dynamic respiratory modelingfbrnon-contact live monitoring by particle filter approach, Computationa llntelligence and lnfbImatics(CINTI)2013

    • Author(s)
      Kohei Yamamoto, Kurato Maeno, and Toshinari Kamakura
    • Journal Title

      2013 1EEE14th lnternational Symposiumon 2013, 14thlEEE International Symposium on Computational lntelUgenc and lnformatics

      Volume: 1巻 Pages: 25-30

    • Peer Reviewed
  • [Journal Article] Statistical recognition of aspiration presenc2013

    • Author(s)
      Shuhei lnui, Kosuke Okusa, Kurato Maeno and Toshnari Kamakur
    • Journal Title

      Lecture Notesin Electrica lEngineering

      Volume: 247巻 Pages: 541-553

    • DOI

      10.1007/978-94-007-6818-5_38

    • Peer Reviewed
  • [Journal Article] Humangait modeling and statistical registration for the frontal view gait data with application to the normal/abnormal gait analysis2013

    • Author(s)
      Kosuke Okusa and Toshinari Kamakura
    • Journal Title

      Lecture Notes in Electrical Engineerin

      Volume: 27巻 Pages: 525-539

    • DOI

      10.1007/978-94-007-6818-5_37

    • Peer Reviewed
  • [Journal Article] Fast Frontal View Gait Authentication Based on th eStatistical Registratio and Human Gait Modelin2013

    • Author(s)
      Kosuke Okusa and Toshinar iKamakura
    • Journal Title

      Proceedings of the World Congresson Engineerin

      Volume: 1巻 Pages: 1-6

    • Peer Reviewed
  • [Journal Article] The exact finite-sample distribution of the median absolute about the median of continuous random variables2013

    • Author(s)
      Hideki Nagatsuka, iroshi Kawakami, Toshinari Kamakura and Hisashi Yamamoto
    • Journal Title

      Statistics & Rrobability Letters

      Volume: 83巻 Pages: m991-1005

    • DOI

      10.1016/J,Sp1.2012.12.02

    • Peer Reviewed
  • [Journal Article] Statistical Disturbance Rejection of the Background Noise by Microwave Doppler Radar-Modelization of a Electric Fan Noise, World Cong. Eng. Comput. Sci 20122012

    • Author(s)
      Tomoo Tsujimura, Kosuke Okusa, Kurato Maeno and Toshinari Kamakura
    • Journal Title

      International Association of Engineers

      Volume: 1巻 Pages: 455-458

    • Peer Reviewed
  • [Journal Article] Signal Source Classification Based on Independency
Analysis of Doppler Signals, World Cong. Eng. Comput2012

    • Author(s)
      Kouhei Yamamoto, Kurato Maeno and Toshinari Kamakura
    • Journal Title

      Sci 2012, International Association of Engineers

      Volume: 1巻 Pages: 428-487

    • Peer Reviewed
  • [Journal Article] Recognizing Aspiration Presence using Model Parameter Classification from Microwave Doppler, World Cong. Eng. Comput2012

    • Author(s)
      Shuhei Inui, Kosuke Okusa, Kurato Maeno and Toshinari Kamakura
    • Journal Title

      Sci 2012, International Association of Engineers

      Volume: 1巻 Pages: 509-512

    • Peer Reviewed
  • [Journal Article] Normal/Abnormal Gait Analysis based on the Statistical Registration and Modeling of the Frontal View Gait Data, World Cong. Eng. Comput2012

    • Author(s)
      Kosuke Okusa and Toshinari Kamakura
    • Journal Title

      Sci 2012, International Association of Engineers

      Volume: 1巻 Pages: 43-448

    • Peer Reviewed
  • [Journal Article] Statistical registration and modeling of frontal view gait data with application to the human recognition, Proceedings of Compstat 20122012

    • Author(s)
      Kosuke Okusa and Toshinari Kamakura
    • Journal Title

      The International Statistical Institute / International Association for Statistical Computing

      Volume: 1巻 Pages: 677-688

    • Peer Reviewed
  • [Journal Article] 移動体の大きさの変動を考慮した歩容解析のための動作パラメータ・移動速度変動の推定2012

    • Author(s)
      大草孝介, 鎌倉稔成
    • Journal Title

      計算機統計学

      Volume: 24巻 Pages: 89-105

    • Peer Reviewed
  • [Journal Article] Statistical heartbeat pace estimation based on the microwave Doppler sensor data2011

    • Author(s)
      Shuei Inui, Kousuke Okusa, Toshinari Kamakura
    • Journal Title

      Proceedings of Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics

      Volume: 1巻 Pages: 43-48

  • [Journal Article] Statistical gait analysis based on the microwave Doppler sensor data2011

    • Author(s)
      Keisuke Fukumoto, Kousuke Okusa, and Toshinari Kamakura
    • Journal Title

      Proceedings of Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics

      Volume: 1巻 Pages: 57-60

  • [Journal Article] Feature selection for conditional random field based on the multivariate time series data with application to the activity recognition2011

    • Author(s)
      Tomoo Tsujimura, Kosuke Okusa, and Toshinari Kamakura
    • Journal Title

      Proceedings of Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics

      Volume: 1巻 Pages: 107-110

  • [Journal Article] 移動体の大きさに関するレジストレーションと動作パラメータ・移動速度変動の推定 -歩容解析への応用2011

    • Author(s)
      大草孝介, 鎌倉稔成
    • Journal Title

      日本計算機統計学会第25回大会論文集

      Volume: 1巻 Pages: 121-124

  • [Journal Article] 小標本かつ応答変数発現確率が高い場合のロジスティック回帰モデルにおける回帰パラメータの検定法2011

    • Author(s)
      大倉征幸, 鎌倉稔成
    • Journal Title

      応用統計学

      Volume: 40巻 Pages: 41-51

    • Peer Reviewed
  • [Journal Article] 動画像に基づく歩行運動の特徴量の統計的比較2011

    • Author(s)
      大草孝介, 鎌倉稔成, 村上秀俊
    • Journal Title

      計算機統計学

      Volume: 22巻 Pages: 97-111

    • Peer Reviewed
  • [Presentation] ドップラーーセンサーを用いた外乱環境下における生体検知に関する研究2013

    • Author(s)
      大草孝介, 鎌倉稔成
    • Organizer
      日本計算機統計学会
    • Place of Presentation
      市民会館崇城大字ホール, 熊本県
    • Year and Date
      20131115-16
  • [Presentation] Inference for spatial locations and sizes of some objects based on the spatial point process, Ishigaki lnternational Confbrence on Modern Statistics Theories2013

    • Author(s)
      Kamakura, T
    • Organizer
      Practices, and Education in the 21stCentUry
    • Place of Presentation
      石垣島, 沖縄県
    • Year and Date
      20131108-10
  • [Presentation] 空間上のイベントの発生および位置の計測と統計的モデリング2013

    • Author(s)
      鎌倉稔成, 大草孝介
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      大阪大学豊中キャンパス
    • Year and Date
      20130908-10
  • [Presentation] Statistical Estimation for Fixation Points of Eye Movements2013

    • Author(s)
      Kamakura, T. and Okusa.K
    • Organizer
      MCP2013
    • Place of Presentation
      Southampton University UK
    • Year and Date
      20130708-11
  • [Presentation] A fuzzy correlation coefficient for bivariate fizzy data2013

    • Author(s)
      Erika Watanabe, Kyohei Yamamoto, Norio Watanabe
    • Organizer
      Applied Stochastic Models and Data Analysis 2013
    • Place of Presentation
      Mataro, Spain
    • Year and Date
      20130625-28
  • [Presentation] Decomposition of trends by a fuzzy trend model for multivariate time series2013

    • Author(s)
      Norio Watanabe, Yasutaka Ohta
    • Organizer
      Applied Stochastic Modelsand Data Analysis 2013
    • Place of Presentation
      Mataro, Spain
    • Year and Date
      20130625-28
  • [Presentation] 検索条件の共起関係に基づく物件推薦アルゴリズムに関する統計的研究2013

    • Author(s)
      大草孝介, 阿部興, 内藤貴也, 山口直人, 加田拓磨, 黒田淑恵, 佐藤のぞみ, 日高明日香, 森健人, 鎌倉稔成
    • Organizer
      日本計算機統計学会
    • Place of Presentation
      弘前大学創立50周年記念会館, 青森県
    • Year and Date
      20130516-17
  • [Presentation] モーションキャプチャを用いた長距離走選手の運動フォームのモデリングに関する統計的研究2012

    • Author(s)
      大草孝介, 鎌倉稔成
    • Organizer
      日本計算機統計学会第26回シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      20121102-03
  • [Presentation] モーションキャプチャシステムを用いた長距離走選手の運動特性解析に関する統計的研究2012

    • Author(s)
      大草孝介, 鎌倉稔成
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      札幌
    • Year and Date
      20120910-12
  • [Presentation] ロジスティック回帰モデルにおける Firth 法による回帰パラメータ推定値の統計的検定法2012

    • Author(s)
      大倉征幸, 鎌倉稔成
    • Organizer
      2012年度統計関連学会連合大
    • Place of Presentation
      札幌
    • Year and Date
      20120910-12
  • [Presentation] 片側検定を用いた Non-overlapping Template Matching Test の改善とその応用2012

    • Author(s)
      竹田裕一, 藤井光昭, 渡邉則生, 鎌倉稔成
    • Organizer
      2012年度統計関連学会連合
    • Place of Presentation
      札幌
    • Year and Date
      20120910-12
  • [Presentation] Statistical estimation of the accurate location based on the indoor positioning systems2012

    • Author(s)
      Toshinari Kamakura and Kosuke Okusa
    • Organizer
      Book of Abstracts Compstat 2012, The International Statistical Institute/International Association for Statistical Computing
    • Place of Presentation
      Cyprus
    • Year and Date
      20120827-31
  • [Presentation] 二項分布における厳密ベイズ検定の性能と実装2012

    • Author(s)
      小椋透, 柳本武美, 鎌倉稔成
    • Organizer
      日本計算機統計学会第26回大会
    • Place of Presentation
      川県
    • Year and Date
      20120512-13
  • [Presentation] 振動を伴う状態変化過程のデータを用いた安定状態の推定2012

    • Author(s)
      猪俣考史, 清水康晴, 鎌倉稔成
    • Organizer
      応用統計学会2012年度年会
    • Place of Presentation
      東京
    • Year and Date
      2012-05-24
  • [Presentation] マイクロ波ドップラーセンサーを用いた歩容解析に関する統計的研究2012

    • Author(s)
      大草孝介, 福本啓祐, 鎌倉稔成
    • Organizer
      統計数理研究所, 西東京統計研究会
    • Place of Presentation
      統計数理研究所
    • Year and Date
      2012-03-02
  • [Presentation] マイクロ波ドップラーセンサーを用いた非接触型心拍推定に関する統計的研究2012

    • Author(s)
      乾秀平, 大草孝介, 鎌倉稔成
    • Organizer
      統計数理研究所, 西東京統計研究会
    • Place of Presentation
      統計数理研究所
    • Year and Date
      2012-03-02
  • [Presentation] 正準相関分析における次側値対応法の提案と情報量基準による検証2012

    • Author(s)
      小椋透, 塚田真一, 鎌倉稔成
    • Organizer
      統計数理研究所, 西東京統計研究会
    • Place of Presentation
      統計数理研究所
    • Year and Date
      2012-03-02
  • [Presentation] 工程の安定性評価のための変化点の推定2012

    • Author(s)
      清水康晴, 鎌倉稔成
    • Organizer
      西東京統計研究会
    • Place of Presentation
      統計数理研究所
    • Year and Date
      2012-03-02
  • [Presentation] ロジットモデルにおける回帰係数の小標本推測問題2011

    • Author(s)
      鎌倉稔成, 大倉征幸
    • Organizer
      統計関連学会連合
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-05
  • [Presentation] 側 検 定 を 用 い た Non-overlapping Template Matching Test の改善法について2011

    • Author(s)
      竹田裕一, 藤井光昭, 鎌倉稔成, 渡邉則生
    • Organizer
      統計関連学会連合
    • Place of Presentation
      九州大学
    • Year and Date
      2011-09-05
  • [Book] Handbook of Computational Statistics (Second Edition)2012

    • Author(s)
      T. Kamakura
    • Total Pages
      1192(807-824)
    • Publisher
      Springer
  • [Patent(Industrial Property Rights)] 特徴量算出装置及びプログラム2014

    • Inventor(s)
      前野蔵人, 大草孝介, 鎌倉稔成, 乾秀平, 辻村朋夫
    • Industrial Property Rights Holder
      前野蔵人, 大草孝介, 鎌倉稔成, 乾秀平, 辻村朋夫
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      特許第5523534号
    • Acquisition Date
      2014-04-18
  • [Patent(Industrial Property Rights)] 特徴量算出装置及びプログラム2012

    • Inventor(s)
      前野蔵人, 大草孝介, 鎌倉稔成, 乾秀平, 辻村朋夫
    • Industrial Property Rights Holder
      前野蔵人, 大草孝介, 鎌倉稔成, 乾秀平, 辻村朋夫
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      特願2012-233059号
    • Filing Date
      2012-10-22

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Published: 2015-06-25  

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