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An analysis to prevent human life style diseases in health check up data

Research Project

Project/Area Number 25240038
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Soft computing
Research InstitutionUniversity of Hyogo

Principal Investigator

HATA Yutaka  兵庫県立大学, シミュレーション学研究科, 教授 (20218473)

Co-Investigator(Kenkyū-buntansha) 山川 烈  一般財団法人ファジィシステム研究所, その他部局等, 教授 (00005547)
小橋 昌司  兵庫県立大学, 工学(系)研究科(研究院), 准教授 (00332966)
森本 雅和  兵庫県立大学, 工学(系)研究科(研究院), 准教授 (10305683)
八木 直美  京都大学, 医学(系)研究科(研究院), 研究員 (40731708)
藤田 孝之  兵庫県立大学, 工学(系)研究科(研究院), 准教授 (50336830)
前中 一介  兵庫県立大学, 工学(系)研究科(研究院), 教授 (70173721)
上浦 尚武  兵庫県立大学, 工学(系)研究科(研究院), 教授 (80275312)
新居 学  兵庫県立大学, 工学(系)研究科(研究院), 助教 (80336833)
酒井 良忠  神戸大学, 医学(系)研究科(研究院), 教授 (90397802)
倉本 圭  兵庫県立大学, 工学(系)研究科(研究院), 准教授 (70524627)
Project Period (FY) 2013-05-31 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥48,100,000 (Direct Cost: ¥37,000,000、Indirect Cost: ¥11,100,000)
Fiscal Year 2016: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2015: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2014: ¥13,780,000 (Direct Cost: ¥10,600,000、Indirect Cost: ¥3,180,000)
Fiscal Year 2013: ¥23,790,000 (Direct Cost: ¥18,300,000、Indirect Cost: ¥5,490,000)
Keywords情報工学 / 健康診断データ / 自己組織化マップ / 統計処理 / 予測 / ファジィ論理 / MEMSセンサー / MRA画像処理 / 人工知能 / 血液データ / BMI / ウエアラブルセンサー / 医療・福祉 / 健康データ解析 / 生活習慣病 / ソフトコンピューティング / 医工学 / 医用画像 / 予知 / データ解析 / 健康管理 / 情報処理 / ソフトコンピューテング / ファジィ理論 / 健康診断データ解析 / 疾病 / クラスタリング
Outline of Final Research Achievements

In this study, we obtained the following results:1. We proposed a fuzzy logic-based analysis method for human health checkup data. In it, we demonstrated the fuzzy normal degree for some diseases. 2. We calculated a risk factor for diabetes based on the health checkup data in health checkup data. 3. We investigated a relation between Hb-A1c and the other index of blood test by self-organizing map for investigating diabetics. 4. We detect the abnormal state of human body by measuring a daily life of humans by MEMS senor with ECG, temperature, humidity etc. 5. We developed a cerebral aneurysm outbreak prediction system by paying attention to a shape and a blood vessel divergence angle of vasculature provided from cerebral arterial circle three dimensional shape toward the initiative medical care realization of the cerebral aneurysm.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (31 results)

All 2017 2016 2015 2014 2013

All Journal Article (7 results) (of which Peer Reviewed: 6 results,  Acknowledgement Compliant: 5 results) Presentation (23 results) (of which Int'l Joint Research: 5 results,  Invited: 5 results) Book (1 results)

  • [Journal Article] Health Checkup Data Analysis Focusing on Body Mass Index2017

    • Author(s)
      M. Higuchi, K. Sorachi, and Y.Hata
    • Journal Title

      IEICE Trans. on Inf. & Sys.

      Volume: 印刷中

    • NAID

      130005876142

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Incidence Rate Prediction of Diabetes from Medical Checkup Data2017

    • Author(s)
      M.Morimoto, N.Kamiura, Y.Hata, and I.Yamamoto,
    • Journal Title

      IEICE Trans. on Inf. & Sys.

      Volume: 印刷中

    • NAID

      130005876140

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On Map-Based Analysis of Item Relationships in Specific Health Examination Data for Subjects Possibly Having Diabetes2017

    • Author(s)
      N. Kamiura, S. Kobashi, M. Nii, T. Yumoto, and I. Yamamoto
    • Journal Title

      IEICE Trans. on Inf. & Sys.

      Volume: 印刷中

    • NAID

      130005876096

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Low Power ASIC for Monitoring Human Motion Activity2015

    • Author(s)
      鷲野史拓,松本裕貴,園田晃司,神田健介,藤田孝之,前中一介
    • Journal Title

      IEEJ Transactions on Sensors and Micromachines

      Volume: 135 Issue: 5 Pages: 178-183

    • DOI

      10.1541/ieejsmas.135.178

    • NAID

      130005067821

    • ISSN
      1341-8939, 1347-5525
    • Related Report
      2015 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] A Survey of Intelligent Computing in Medical and Health Care System2014

    • Author(s)
      Y. Hata and H. Nakajima
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E97.D Issue: 9 Pages: 2218-2225

    • DOI

      10.1587/transinf.2013LOP0005

    • NAID

      130004685459

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A fuzzy human model for blood pressure estimation2014

    • Author(s)
      T. Takeda, H. Nakajima, N. Tsuchiya, Y. Hata
    • Journal Title

      Advanced Intelligent Systems Advances in Intelligent Systems and Computing

      Volume: 268 Pages: 109-124

    • DOI

      10.1007/978-3-319-05500-8_11

    • ISBN
      9783319054995, 9783319055008
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Blood pressure estimation system by wearable electrocardiograph2013

    • Author(s)
      T. Fujimoto, H. Nakajima, N. Tsuchiya, Y. Hata
    • Journal Title

      Advanced Intelligent Systems Advances in Intelligent Systems and Computing

      Volume: 268 Pages: 95-108

    • DOI

      10.1007/978-3-319-05500-8_10

    • ISBN
      9783319054995, 9783319055008
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] 大脳動脈輪三 次元形状を用いた脳動脈瘤発生予測の初期検討2016

    • Author(s)
      安木麻倫, 小橋昌司, 澁谷浩伸, 野村 保, 森本雅和, 相河 聡
    • Organizer
      電子情報通信学会総合大会講演要旨
    • Place of Presentation
      九州大学 伊都キャンパス(福岡市、福岡)
    • Year and Date
      2016-03-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] Blood Pressure Variation Analysis for Health Management2015

    • Author(s)
      S. Higuchi, N. Tsuchiya, H. Nakajima and Y. Hata
    • Organizer
      2015 IEEE Int. Conf. on Systems, Man, and Cybernetics
    • Place of Presentation
      City University of Hong Kong (Hong Kong、China)
    • Year and Date
      2015-11-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improvement of Fuzzy Neural Network based Human Activity Estimation System2015

    • Author(s)
      Manabu Nii, Takuya Iwamoto, Yuichi Ishibashi, and Daiki Komori
    • Organizer
      2015 IEEE Int. Conf. on Systems, Man, and Cybernetics
    • Place of Presentation
      City University of Hong Kong (Hong Kong、China)
    • Year and Date
      2015-11-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of Human Body Data for Internet of Health Care2015

    • Author(s)
      Y. Hata
    • Organizer
      Keynote Talk at 7th International Conference on Emerging Trends in Engineering & Technology
    • Place of Presentation
      Kobe International Conference Center (Kobe, Japan)
    • Year and Date
      2015-11-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Design of Low Power ASIC and Front-end Circuit for Human Monitoring System2015

    • Author(s)
      J. Fujiwara, T. Matsuda, Y. Matsumoto, K. Kanda, T. Fujita, K. Maenaka
    • Organizer
      2015 IEEE Int. Conf. on Systems, Man, and Cybernetics
    • Place of Presentation
      City University of Hong Kong(Hong Kong、China)
    • Year and Date
      2015-11-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] 低消費電力心拍抽出ASIC及びアナログフロントエンド2015

    • Author(s)
      藤原潤,松田貴文,松本裕貴,神田健介,藤田孝之,前中一介
    • Organizer
      電気学会センサ・マイクロマシン部門総合研究会マイクロマシン・センサシステム研究会資料
    • Place of Presentation
      九州大学医学部百年講堂,福岡県 九州大学医学部百年講堂
    • Year and Date
      2015-07-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] On Relationship Analysis of Health Examination Items Using Self-Organizing Maps2015

    • Author(s)
      H. Komori, S. Kobashi, N. Kamiura, Y. Hata, and K. Sorachi
    • Organizer
      Proc. of 2015 Int. Conf. on Informatics, Electronics & Vision
    • Place of Presentation
      Kitakyushu International Conference Center (Fukuoka, Japan).
    • Year and Date
      2015-06-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Stretchable Wiring for Human Monitoring Device on Transportation Systems2015

    • Author(s)
      S. Toda, T. Fujita, K. Kanda, K. Maenaka
    • Organizer
      Proc. of 2015 Int. Conf. on Informatics, Electronics & Vision
    • Place of Presentation
      Kitakyushu International Conference Center (Fukuoka, Japan)
    • Year and Date
      2015-06-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] Fuzzy Logic Control Covering SOR Network with Applications2015

    • Author(s)
      T. Yamakawa
    • Organizer
      Invited Speech at College of Science and Engineering of Fu Jen Catholic University,Taipei, Cardinal Memorial Hall Building
    • Place of Presentation
      Fu Jen Catholic University (Taipei, Taiwan)
    • Year and Date
      2015-05-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 健診データの正常・疾患状態評価に対するファジィ指標の導入2015

    • Author(s)
      樋口翔士, 畑 豊
    • Organizer
      第59回システム制御情報学会研究発表講演会講演予稿集
    • Place of Presentation
      中央電気倶楽部(大阪府、大阪市)
    • Year and Date
      2015-05-20
    • Related Report
      2015 Annual Research Report
  • [Presentation] 自己組織化マップによる BMI 増加被験者の HbA1c と他の検査項目との相関に関 する研究2015

    • Author(s)
      古森 寛享, 上浦 尚武, 空地 顕一
    • Organizer
      電子情報通信学会関西支部学生会第20回学生会研究発表講演会資料
    • Place of Presentation
      神戸大学(兵庫)
    • Year and Date
      2015-03-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] Fuzzy Dependency Analysis for Medical Checkup Reference2014

    • Author(s)
      S. Higuchi and Y. Hata
    • Organizer
      Proc. of 2014 IEEE Int. Conf. on Systems, Man and Cybernetics
    • Place of Presentation
      San Diego (USA)
    • Year and Date
      2014-10-05 – 2014-10-08
    • Related Report
      2014 Annual Research Report
  • [Presentation] Fully automated artery extraction from 3-D TOF MRA images using fuzzy connectedness image segmentation2014

    • Author(s)
      S.Kobashi, H. Shibutani, T. Nomura, T. Ishikawa, and N. Kamiura,
    • Organizer
      The 4th Int. Sympo. in Computational Medical and Health Technology,
    • Place of Presentation
      台北(台湾)
    • Year and Date
      2014-09-20 – 2014-09-23
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Health Care by Information Technology2014

    • Author(s)
      Y.Hata
    • Organizer
      The 4th Int. Sympo. in Computational Medical and Health Technology,
    • Place of Presentation
      台北(台湾)
    • Year and Date
      2014-09-20 – 2014-09-23
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 健診データの基準依存性評価に対するファジィアプローチ2014

    • Author(s)
      樋口翔士、 畑 豊
    • Organizer
      第30回ファジィシステムシンポジウム講演論文集
    • Place of Presentation
      高知城ホール(高知)
    • Year and Date
      2014-09-01 – 2014-09-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] Fuzzy Logic Approach to Health Checkup Data Analysis2014

    • Author(s)
      S. Higuchi and Y. Hata
    • Organizer
      Proc. of 2014 World Automation Cong.
    • Place of Presentation
      Hawaii(USA)
    • Year and Date
      2014-08-03 – 2014-08-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] Soft computing based brain MR angiography image analysis for preventing cerebellar stroke2014

    • Author(s)
      S.Kobashi
    • Organizer
      3rd International Conference on Informatics, Electronics & Vision (ICIEV)
    • Place of Presentation
      ダッカ(バングラデシュ)
    • Year and Date
      2014-05-23 – 2014-05-24
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] ファジィ集合論に基づく健診データ分析法の提案2014

    • Author(s)
      樋口翔士、 畑 豊
    • Organizer
      第58回システム制御情報学会研究発表講演会講演予稿集
    • Place of Presentation
      京都テルサ(京都)
    • Year and Date
      2014-05-21 – 2014-05-23
    • Related Report
      2014 Annual Research Report
  • [Presentation] Soft computing based brain MR angiography image analysis for preventing cerebellar stroke2014

    • Author(s)
      S.Kobashi
    • Organizer
      The 25th Modern Artificial Intelligence and Cognitive Science Conference
    • Place of Presentation
      ワシントン州スポケイン(アメリカ)
    • Year and Date
      2014-04-26 – 2014-04-27
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] ファジィ集合論に基づく健診データ分析法の提案2014

    • Author(s)
      樋口翔士, 畑豊
    • Organizer
      第58回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ (京都府)
    • Related Report
      2013 Annual Research Report
  • [Presentation] ファジィ論理を用いた健康ビッグデータの頻度分析法の提案2013

    • Author(s)
      樋口翔士, 中嶋 宏, 土屋直樹, 畑 豊,
    • Organizer
      多値論理研究会
    • Place of Presentation
      姫路市市民会館 (兵庫県)
    • Related Report
      2013 Annual Research Report
  • [Presentation] On Determination of Ophthalmic Examinations Using Support Vector Machines2013

    • Author(s)
      N.Kamiura, N.Yamada, A.Saitoh, T.Isokawa, N.Matsui, H.Tabuchi
    • Organizer
      Proceedings of 2013 IEEE International Conference on Systems, Man and Cybernetics
    • Place of Presentation
      Midland Hotel (England)
    • Related Report
      2013 Annual Research Report
  • [Presentation] ディジタルの浪間にファジィが見える--ディジタルコンピュータは専門医になれるか--2013

    • Author(s)
      山川烈
    • Organizer
      Eighth International Conference on Innovative Computing, Information and Control (ICICIC2013)
    • Place of Presentation
      熊本市国際交流会館 (熊本県)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Book] Springer Handbook of Bio-/Neuro-Informatics2013

    • Author(s)
      Takeshi Yamakawa, Hiroko Imasato
    • Total Pages
      1288
    • Publisher
      Springer
    • Related Report
      2013 Annual Research Report

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Published: 2013-06-20   Modified: 2019-07-29  

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