Assisting Care Plan Design Based on Statistical Data Analysis

• Project/Area Number: 23510186
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Social systems engineering/Safety system
• Research Institution: Tokyo University of Science
• Principal Investigator: SUZUKI Tomomichi 東京理科大学, 理工学部, 教授 (50251369)
• Co-Investigator(Kenkyū-buntansha): KAWAMURA Hironobu 筑波大学, システム情報工学研究科, 助教 (50548261)
• Project Period (FY): 2011-04-28 – 2015-03-31
• Project Status: Completed (Fiscal Year 2014)
• Budget Amount: ¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000); Fiscal Year 2014: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000); Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000); Fiscal Year 2012: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000); Fiscal Year 2011: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
• Keywords: ヘルスケア / 高齢者介護 / ケアプラン / 品質管理 / 統計的データ解析

Outline of Final Research Achievements

The objective of this research is to assist designing care plans through statistical analyses of actual data. The essentials of the care plan are clarified, namely condition of the elderly and care service to be provided. Then relation between the service and the condition is clarified and the framework to assist designing care plans is proposed.

Research Products

• [Journal Article] Category Evaluation Method for Business Intelligence Using a Hierarchical Bayes Model (2014)
  • Author(s): Natsuki Sano, Katsutoshi Yada, and Tomomichi Suzuki
  • Journal Title: Proc. 13th IEEE International Conference on Cognitive Informatics & Cognitive Computing Volume: 1 Pages: 400-407
  • Peer Reviewed
• [Journal Article] Study of Probability Distribution in Paired Comparison (2014)
  • Author(s): Kazuhiro Imoto, Natuki Sano and Tomomichi Suzuki
  • Journal Title: Proc. Asian Network for Quality Congress 2014 Volume: 13
  • Peer Reviewed
• [Journal Article] International Standardization in Capability of Detection (2014)
  • Author(s): Tomomichi Suzuki, Yusuke Tsutsumi, Natsuki Sano
  • Journal Title: Proc. AMCTM2014 (Advanced Mathematical and Computational Tools in Metrology and Testing) Volume: 1
  • Peer Reviewed
• [Journal Article] Efficient Parameter Selection for Support Vector Regression Using Orthogonal Array (2014)
  • Author(s): Natsuki Sano, Kaori Higashinaka, and Tomomichi Suzuki
  • Journal Title: Proc. 2014 IEEE International Conference on Systems, Man, and Cybernetics Volume: 1 Pages: 2285-2290
  • Peer Reviewed
• [Journal Article] Factor assignment based on linear-by-linear interaction for a three-level supersaturated design (2013)
  • Author(s): Hironobu Kawamura, Kohei Takada, Masayuki Furukawa, Tomomichi Suzuki
  • Journal Title: International Journal of Services Operations and Informatics Volume: 7 Issue: 2/3 Pages: 245-256
  • DOI: 10.1504/ijsoi.2012.051405
  • Peer Reviewed
• [Journal Article] Application of Q Carts for Short-Run Autocorrelated Data (2013)
  • Author(s): Hironobu Kawamura, Ken Nishina, Masanobu Higashide, Tomomichi Suzuki
  • Journal Title: International Journal of Innovative Computing, Information and Control Volume: 9 Pages: 3667-3676
  • Peer Reviewed
• [Journal Article] Viewpoints to characterize precision evaluation methods in binary measurements (2013)
  • Author(s): Tomomichi Suzuki, Yusuke Tsutsumi, Hironobu Kawamura
  • Journal Title: Measurement Volume: 46 Issue: 9 Pages: 3710-3714
  • DOI: 10.1016/j.measurement.2013.05.032
  • Peer Reviewed
• [Journal Article] Grasping Urban Heat Island Using Geographical Temperature Distribution for the Whole Year (2013)
  • Author(s): Ryosuke Ikeda, Hironobu Kawamura, Natsuki Sano, Akira Kotani, Yuzuru Hayashi, and Tomomichi Suzuki
  • Journal Title: Proc. 11th ANQ Congress Volume: 11
  • Peer Reviewed
• [Journal Article] Grasping Urban Heat Island Using Geographical Temperature Distribution for the Whole Year (2013)
  • Author(s): Shuhei Ohta, Hironobu Kawamura, Natsuki Sano, Hitoshi Yokoyama, Haruo Ando, and Tomomichi Suzuki
  • Journal Title: Proc. 11th ANQ Congress Volume: 11
  • Peer Reviewed
• [Journal Article] Evaluation of Discount Effects Using Poisson Regression Based on Interaction Effects Between Bargain Scale and Product Category (2013)
  • Author(s): Natsuki Sano, Tomomichi Suzuki
  • Journal Title: Proceedings of IEEE International Conference on Data Mining 2013 Volume: 11 Pages: 234-241
  • Peer Reviewed
• [Journal Article] A note on precision of qualitative data (2013)
  • Author(s): Tomomichi Suzuki, Yusuke Tsutsumi, and Natsuki Sano
  • Journal Title: Proceedings of XIth INTERNATIONAL WORKSHOP on Intelligent Statistical Quality Control 2013 Volume: 11 Pages: 385-393
  • Peer Reviewed
• [Journal Article] Control characteristics: a case study on semiconductor manufacturing (2012)
  • Author(s): Hironobu Kawamura, Ken Nishina, Masanobu Higashide, Tomomichi Suzuki
  • Journal Title: Asian Journal on Quality Volume: 13 Pages: 37-52
  • Peer Reviewed
• [Journal Article] Spatiotemporal Interpolation of Temperature Data in Tokyo (2012)
  • Author(s): Nigorikawa, T．，Suzuki，T．and Kawamura，H．
  • Journal Title: Proceedings of the 10th ANQ Congress Volume: 10 Pages: 595-600
  • Peer Reviewed
• [Journal Article] The Estimatiion of Comparing the Minimum Detectable Value for Poisson Distributed Measurements (2012)
  • Author(s): Oikawa, T．，Tsutsumi，Y．，Kawamura，H．and Suzuki，T．
  • Journal Title: Proceedings of the 10th ANQ Congress Volume: 10 Pages: 589-594
  • Peer Reviewed
• [Journal Article] The Relationship between Academic Achievement and Ability of the Experiment (2012)
  • Author(s): Horiguchi，A．，Suzuki，T．，Kawamura，H．，Kotani，A．and Hayashi，Y．
  • Journal Title: Proceedings of the 10th ANQ Congress Volume: 10 Pages: 692-698
  • Peer Reviewed
• [Journal Article] Constrained Bounded Adjustment Scheme (2012)
  • Author(s): Kawamura，H．，Horii， K．and Suzuki，T．
  • Journal Title: Proceedings of the 10th ANQ Congress Volume: 10 Pages: 675-679
  • Peer Reviewed
• [Journal Article] Recent Developments in Precision Evaluation in Non-Quantitative Measurements (2012)
  • Author(s): Tomomichi Suzuki, Yusuke Tsutsumi, Ryosuke Hamaguchi, Hironobu Kawamura
  • Journal Title: Proceedings of XX IMEKO World Congress Volume: 20
  • Peer Reviewed
• [Journal Article] A Note on Application of Measurement Precision for Binary Data (2012)
  • Author(s): Ryosuke Hamaguchi, Yusuke Tsutsumi, Hironobu Kawamura, Tomomichi Suzuki
  • Journal Title: Proceedings of XX IMEKO World Congress Volume: 20
  • Peer Reviewed
• [Journal Article] Proposal of Advanced Taguchi's Linear Graphs for Split-Plot Experiments (2012)
  • Author(s): Tomomichi Suzuki, Hironobu Kawamura, Seiichi Yasui, and Yoshikazu Ojima
  • Journal Title: Frontiers in Statistical Quality Control Volume: 10 Pages: 339-348
  • Peer Reviewed
• [Journal Article] Process Adjustment Control Chart for Simultaneous Monitoring of Process Capability and State of Statistical Control (2012)
  • Author(s): Hironobu Kawamura, Ken Nishina, and Tomomichi Suzuki
  • Journal Title: Frontiers in Statistical Quality Control Volume: 10 Pages: 121-130
  • Peer Reviewed
• [Journal Article] Capability of Detection for Poisson Distributed Measurements by Normal Approximatio (2012)
  • Author(s): Yusuke Tsutsumi, Hironobu Kawamura, and Tomomichi Suzuki
  • Journal Title: Frontiers in Statistical Quality Control Volume: 10 Pages: 361-370
  • Peer Reviewed
• [Journal Article] Detection of outliers in Meteorological Observation Data (2011)
  • Author(s): Gendai Takahashi, Tomomichi Suzuki, Hironobu Kawamura
  • Journal Title: Journal of Quality Volume: 18 Pages: 393-405
  • Peer Reviewed
• [Journal Article] Grasping Daily Activities of Elderly to Assist Designing Care Plans (2011)
  • Author(s): Arase, K．，Suzuki，T．and Kawamura，H．
  • Journal Title: Proceedings of the 9th ANQ Congress Volume: -
  • Peer Reviewed
• [Journal Article] Factor Assignment for Three-Level Supersaturated Design (2011)
  • Author(s): Hironobu KAWAMURA, Kohei TAKADA, Tomomichi SUZUKI
  • Journal Title: Proceedings of the IIE Asian 2011 Conference Volume: - Pages: 507-513
  • Peer Reviewed
• [Journal Article] Application of Q charts for Short Run Autocorrelated Data (2011)
  • Author(s): Kawamura，H．， Nishina，K．， Higashide，M．and Suzuki，T．
  • Journal Title: Proceedings of 2011 Asian Conference of Management Science & Applications Volume: - Pages: 1086-1092
  • Peer Reviewed
• [Presentation] SQCの活用と固有技術の蓄積 (2015)
  • Author(s): 鈴木知道
  • Organizer: （一社）日本品質管理学会，第152回シンポジウム，未来の品質管理に光をもたらすものは，徹底討論「SQC VS ビッグデータ」
  • Place of Presentation: 日本科学技術連盟（東京都杉並区）
  • Year and Date: 2015-03-26
  • Invited
• [Presentation] 回帰2進木法を用いた学力と実験能力の関係性に関する研究 (2014)
  • Author(s): 池田亮介，佐野夏樹，小谷明，林譲，鈴木知道
  • Organizer: （一社）日本品質管理学会・第44回年次大会研究発表会
  • Place of Presentation: 東京都市大学世田谷キャンパス（東京都世田谷区）
  • Year and Date: 2014-11-29
• [Presentation] 質的データの不確実性評価 (2012)
  • Author(s): 鈴木 知道
  • Organizer: 応用統計学会・統計数理研究所リスク解析戦略研究センター 共催 ワークショップ「食品の安全性科学と統計科学」(招待講演)
  • Place of Presentation: 筑波大学 東京キャンパス大塚校舎
• [Presentation] RFIDデータを用いたショッピングにおける顧客行動のモデリング
  • Author(s): 佐野夏樹，矢田勝俊，鈴木知道
  • Organizer: 日本ダイレクトマーケティング学会第12回全国研究発表大会
  • Place of Presentation: 東京・明治大学
• [Presentation] 画像データを用いたMTシステムによる異常検出
  • Author(s): 中澤槙弥，佐野夏樹，鈴木知道
  • Organizer: (一社)日本品質管理学会・第43回年次大会研究発表会
  • Place of Presentation: 大阪・大阪大学
• [Presentation] 時間と空間を考慮した補間法の提案
  • Author(s): 濁川太郎，佐野夏樹，横山仁，安藤晴夫，鈴木知道
  • Organizer: (一社)日本品質管理学会・第43回年次大会研究発表会
  • Place of Presentation: 大阪・大阪大学
• [Presentation] 階層ベイズモデルを用いた売場における購買要因の評価
  • Author(s): 佐野夏樹, 矢田勝俊, 鈴木知道
  • Organizer: (一社)日本品質管理学会・第43回年次大会研究発表会
  • Place of Presentation: 大阪・大阪大学
• [Presentation] 高齢者介護における高齢者の状態とケアの関係性の把握に関する研究
  • Author(s): 石川光之，鈴木知道，川村大伸
  • Organizer: 日本品質管理学会 第42回年次大会研究発表会
  • Place of Presentation: 石川県小松市