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Time series analysis and their optimization

Research Project

Project/Area Number 26870738
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Commerce
Management
Research InstitutionSetsunan University

Principal Investigator

Higuchi Yuki  摂南大学, 経営学部, 准教授 (60552065)

Project Period (FY) 2014-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords時系列解析 / 予測 / ブランド / Genetic Algorithm / 棚配置 / 遺伝的アルゴリズム
Outline of Final Research Achievements

The following three themes of study related to time series analysis were executed. (1)Optimization in allocating goods to shop shelves utilizing Genetic Algorithm (2)Analysis of the matrix structure in brand selection (3)Improvement of the forecasting accuracy. The following results were obtained. (1)Exploring the problem that does not allow goods to be allocated in multiple shelves. Executing the applications to the sales data of cup noodles in the convenience store as a model. (2)Introduction of the rank classification based upon the consumers' perceived quality by utilizing the correspondence analysis. Executing a questionnaire investigation in the airline ticket purchasing case and confirming the upper shifts by the new method described above. (3)“The new index utilizing Mahalanobis’ generalized distance” and “Shortening the searching time of the optimal order of ARIMA model by utilizing Genetic Algorithm” are introduced and various forecasting for time series were conducted.

Academic Significance and Societal Importance of the Research Achievements

(1)本研究は店舗における商品配置問題を定式化し、その効果を数値として客観的に把握することを目的とする。店舗での陳列方法は売り上げに大きく影響するため、本手法の確立と精度の検証は商品販売戦略の展開に大きく資する。(2)本研究は消費者のブランド選択時における推移データを行列構造にて解明するものであり、法則化によりブランドの新製品投入タイミング、ポジショニングの判断などマーケティング戦略立案・検証に極めて有効に活用することができる。(3)在庫管理や見込み生産など、需要予測を必要とする分野・企業は非常にたくさん存在する。販売予測等、予測精度を上げることが切望される分野は多く、各方面への貢献度は高い。

Report

(7 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (58 results)

All 2019 2018 2017 2016 2015 2014

All Journal Article (29 results) (of which Peer Reviewed: 25 results,  Open Access: 16 results,  Acknowledgement Compliant: 2 results) Presentation (22 results) (of which Int'l Joint Research: 11 results) Book (7 results)

  • [Journal Article] Multivariate Analysis on the Productive Activity for the Aged2019

    • Author(s)
      樋口友紀、小柳達也
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 31 Issue: 4 Pages: 754-763

    • DOI

      10.3156/jsoft.31.4_754

    • NAID

      130007690227

    • ISSN
      1347-7986, 1881-7203
    • Year and Date
      2019-08-15
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Utilization of Genetic Algorithm in Allocating Goods to Shop Shelves Under an Application to Cup Noodles2019

    • Author(s)
      Y.Higuchi, K.Suzuki and K.Takeyasu
    • Journal Title

      International Journal of Business Administration

      Volume: Vol.10, No.3 Issue: 3 Pages: 104-117

    • DOI

      10.5430/ijba.v10n3p104

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Principal Component Analysis on the Twitter Data in the Restaurant Industry2019

    • Author(s)
      K. Suzuki, Y. Higuchi, K. Takeyasu
    • Journal Title

      International Business Research

      Volume: 12(1) Issue: 1 Pages: 88-98

    • DOI

      10.5539/ibr.v12n1p88

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Hypothesis Testing for the Questionnaire Investigation on the Needs at Fuji City2018

    • Author(s)
      Y. Higuchi, A. Okubo, D. Suzuki, K. Takeyasu
    • Journal Title

      International Business Research

      Volume: 11(6) Issue: 6 Pages: 139-150

    • DOI

      10.5539/ibr.v11n6p139

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cluster Analysis for the Questionnaire Investigation on the Needs at Fuji City2018

    • Author(s)
      Y. Higuchi, A. Okubo, D. Suzuki, K. Takeyasu
    • Journal Title

      International Journal of Business Administration

      Volume: 9(3) Issue: 3 Pages: 39-48

    • DOI

      10.5430/ijba.v9n3p39

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multivariate Analysis for the Questionnaire Investigation on the Needs at Fuji City2018

    • Author(s)
      Y. Higuchi, A. Okubo, D. Suzuki, K. Takeyasu
    • Journal Title

      International Journal of Business Administration

      Volume: 9(5) Issue: 5 Pages: 50-61

    • DOI

      10.5430/ijba.v9n5p50

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cluster Analysis for the Questionnaire Investigation on the Needs at Fuji Shopping Street in Fuji City2018

    • Author(s)
      Y. Higuchi, A. Okubo, D. Suzuki, K. Takeyasu
    • Journal Title

      Asian Business Research

      Volume: 3(2) Issue: 2 Pages: 30-39

    • DOI

      10.20849/abr.v3i2.390

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Factor Analysis for the Questionnaire Investigation on the Needs at Fuji City2018

    • Author(s)
      K. Takeyasu, Y. Higuchi, A. Okubo, D. Suzuki
    • Journal Title

      Journal of Computations & Modelling

      Volume: 8(2) Pages: 91-110

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multivariate Analysis for the Questionnaire Investigation on Rare Sugars2018

    • Author(s)
      H.Takeyasu, Y.Higuchi, K.Kondo, K.Takeyasu
    • Journal Title

      香川短期大学紀要

      Volume: 46 Pages: 57-69

    • NAID

      40021504865

    • Related Report
      2017 Research-status Report
  • [Journal Article] Correspondence Analysis for the Questionnaire Investigation on Rare Sugars2017

    • Author(s)
      Y.Higuchi, H.Takeyasu, K.Takeyasu
    • Journal Title

      Business and Management Research

      Volume: 6(2) Issue: 2 Pages: 52-63

    • DOI

      10.5430/bmr.v6n2p52

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] The Method to improve Forecasting Accuracy by Using Neural Network -An Application to the Production Data of Udon Noodles-2017

    • Author(s)
      Y.Higuchi, Y.Tsuchida, K.Takeyasu
    • Journal Title

      Journal of Computations & Modelling

      Volume: 7(4) Pages: 39-62

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Improving Forecasting Accuracy by Neural Network Applying to the Airlines Cargo Data in the Case of Daily Data2017

    • Author(s)
      Y.Higuchi, Y.Tsuchida, T.Kuroda, K.Takeyasu
    • Journal Title

      International Journal of Operations Research

      Volume: 14(2) Pages: 65-75

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Hypothesis Testing for the Questionnaire Investigation on Tourists’ Behavior2017

    • Author(s)
      A.Okubo, Y.Higuchi, K.Takeyasu
    • Journal Title

      International Business Research

      Volume: 10(12) Issue: 12 Pages: 68-79

    • DOI

      10.5539/ibr.v10n12p68

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] The Analysis of Hypothesis Testing on Rare Sugars in Kagawa Prefecture2017

    • Author(s)
      H.Takeyasu, Y.Higuchi, M.Tanaka, Y.Matsushita, K.Takeyasu
    • Journal Title

      International Business Research

      Volume: 10(12) Issue: 12 Pages: 123-138

    • DOI

      10.5539/ibr.v10n12p123

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Analysis of Hypothesis Testing on Popularities of Rare Sugars2017

    • Author(s)
      H.Takeyasu, Y.Higuchi, Y.Saitoh, K.Takeyasu
    • Journal Title

      International Journal of Business Administration

      Volume: 8(7) Pages: 33-48

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] BRAND SELECTION IN A BRAND BAG PURCHASING CASE2017

    • Author(s)
      Y.Higuchi, K.Takeyasu
    • Journal Title

      香川短期大学紀要

      Volume: 45 Pages: 67-78

    • Related Report
      2017 Research-status Report
  • [Journal Article] Multivariate Analysis for a Questionnaire Investigation on Popularity of Rare Sugars in Kagawa Prefecture2017

    • Author(s)
      H.Takeyasu, Y.Higuchi, M.Nakayama, M.Yamashita, K.Takeyasu
    • Journal Title

      香川短期大学紀要

      Volume: 45 Pages: 253-263

    • Related Report
      2017 Research-status Report
  • [Journal Article] Utilization of Genetic Algorithm in Allocating Goods to Shop Shelves Under the Introduction of Sales Probabilities2017

    • Author(s)
      Y.Higuchi, K.Takeyasu
    • Journal Title

      香川短期大学紀要

      Volume: 45 Pages: 29-41

    • Related Report
      2017 Research-status Report
  • [Journal Article] Optimization in Allocating Goods to Shop Shelves Utilizing Genetic Algorithm under Expanded Shelf Position Case2016

    • Author(s)
      Yuki Higuchi, Kazuhiro Takeyasu
    • Journal Title

      Journal of Computations & Modelling

      Volume: Vol.6, No.2 Pages: 15-31

    • NAID

      130005488202

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Applying Neural Network for the Improvement of Forecasting Accuracy -Airlines Weekly Cargo Data Case-2016

    • Author(s)
      Yuki Higuchi, Yuta Tsuchida, Tatsuhiro Kuroda, Kazuhiro Takeyasu
    • Journal Title

      Journal of Computations & Modelling

      Volume: Vol.6, No.2 Pages: 67-84

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Method to Improve Forecasting Accuracy by Using Neural Network -An Application to the Food Production Data2016

    • Author(s)
      Yuki Higuchi, Hiromasa Takeyasu, Yuta Tsuchida, Kazuhiro Takeyasu
    • Journal Title

      Business and Management Research

      Volume: Vol.5. No.3 Issue: 3 Pages: 11-25

    • DOI

      10.5430/bmr.v5n3p11

    • NAID

      130005488195

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Utilization of Genetic Algorithm in Allocating Goods to Shop Shelves2016

    • Author(s)
      Kazuhiro Takeyasu, Yuki Higuchi
    • Journal Title

      Business and Management Research

      Volume: Vol.5. No.4 Issue: 4 Pages: 1-13

    • DOI

      10.5430/bmr.v5n4p1

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] BRAND BAG PURCHASING SELECTION AND ITS MATRIX STRUCTURE2016

    • Author(s)
      Yuki Higuchi, Kazuhiro Takeyasu
    • Journal Title

      Journal of Computations & Modelling

      Volume: 6 Pages: 1-25

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization in Allocating Goods to Shop Shelves Utilizing Genetic Algorithm Under the Introduction of Sales Probabilities2015

    • Author(s)
      Asami Shitara, Yuki Higuchi, Daisuke Takeyasu, Kazuhiro Takeyasu
    • Journal Title

      Journal of Communication and Computer

      Volume: 12 Issue: 4 Pages: 155-163

    • DOI

      10.17265/1548-7709/2015.04.001

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Improving Forecasting Accuracy by Utilizing Genetic Algorithm in the Case of Prepared Frozen Fry Foods2015

    • Author(s)
      Yuki Higuchi, Hiromasa Takeyasu, Kazuhiro Takeyasu
    • Journal Title

      Applied Mathematical and Computational Sciences

      Volume: 7 Pages: 15-36

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization in Allocating Goods to Shop Shelves for Cup Noodles2015

    • Author(s)
      Komei Suzuki, Yuki Higuchi, Kazuhiro Takeyasu
    • Journal Title

      Journal of Computations & Modelling

      Volume: 5 Pages: 1-25

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Method to improve Forecasting Accuracy by Using Neural Network - An Application to the Stock Market Price Data2015

    • Author(s)
      Yuki Higuchi, Yuta Tsuchida, Kazuhiro Takeyasu
    • Journal Title

      Journal of Computations & Modelling

      Volume: 5 Pages: 75-95

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Improving Forecasting Accuracy by the Utilization of Genetic Algorithm - An Application to the Data of Frozen Cakes2015

    • Author(s)
      Yuki Higuchi, Hiromasa, Takeyasu, Kazuhiro Takeyasu
    • Journal Title

      Journal of Computations & Modelling,

      Volume: 5 Pages: 1-28

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Method to improve Forecasting Accuracy by Using Neural Network-An Application to the Shipping Data of Consumer Goods2014

    • Author(s)
      Yuta Tsuchida, Yuki Higuchi, Kazuhiro Takeyasu, Michifumi Yoshioka
    • Journal Title

      Journal of Computations & Modelling,

      Volume: 4 Pages: 115-137

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Estimation of the Order of ARIMA model by the Utilization of Genetic Algorithm in the Case of Banking Industry2019

    • Author(s)
      Y. Higuchi
    • Organizer
      日本経営工学会2019年秋季大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] BRAND SELECTION IN THE AIRLINE TICKET PURCHASING CASE FROM THE VIEWPOINT OF THE FEELING OF LUXURY2018

    • Author(s)
      Y. Higuchi, K. Takeyasu
    • Organizer
      The 19th Asia-Pacific Industrial Engineering and Management Systems Conference, Hong Kong
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Preference Shift of Airline and Its Matrix Structure2018

    • Author(s)
      Y. Higuchi, K. Takeyasu
    • Organizer
      日本知能情報ファジィ学会主催 第34回ファジィシステムシンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] The Analysis of Hypothesis Testing on Rare Sugars at Kagawa Prefecture in Japan2018

    • Author(s)
      Y. Higuchi, H. Takeyasu, K. Takeyasu
    • Organizer
      日本経営工学会 2018年 秋季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Multivariate Analysis for the Questionnaire Investigation on Rare Sugars in Kagawa Prefecture2017

    • Author(s)
      Y.Higuchi, H.Takeyasu, K.Takeyasu
    • Organizer
      The 18th International Symposium on Advanced Intelligent Systems, Daegu, South Korea
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Utilization of Genetic Algorithm in Allocating Goods to Shop Shelves with an Application to Cup Noodles2017

    • Author(s)
      Y.Higuchi, K.Suzuki, K.Takeyasu
    • Organizer
      The 18th International Symposium on Advanced Intelligent Systems, Daegu, South Korea
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] BRAND SELECTION IN A BRAND BAG PURCHASING CASE BY THE UTILIZATION OF CORRESPONDENCE ANALYSIS2017

    • Author(s)
      Y.Higuchi, K.Takeyasu
    • Organizer
      日本知能情報ファジィ学会主催 第33回ファジィシステムシンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] The Method to improve Forecasting Accuracy by Using Neural Network with an Application to the Production Data of Udon Noodles2017

    • Author(s)
      Y.Higuchi, Y.Tsuchida, K.Takeyasu
    • Organizer
      日本経営工学会2017年秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Hypothesis Testing for the Questionnaire Investigation on Tourists’ Behavior2017

    • Author(s)
      A.Okubo, Y.Higuchi, K.Takeyasu
    • Organizer
      日本経営工学会2017年秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] The Analysis to the Questionnaire Investigation on the Rare Sugars2016

    • Author(s)
      Yuki Higuchi, Hiromasa Takeyasu, Kazuhiro Takeyasu
    • Organizer
      International Conference on Industrial Engineering, Management Science and Applications, May 23-26, 2016, Jeju Island, Korea
    • Place of Presentation
      Jeju KAL Hotel, Jeju Island, Korea
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Utilization of Genetic Algorithm in Allocating Goods to Shop Shelves2016

    • Author(s)
      Yuki Higuchi, Kazuhiro Takeyasu
    • Organizer
      Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems (SCIS&ISIS 2016), August 25-28, 2016
    • Place of Presentation
      北海学園大学
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Method to Improve Forecasting Accuracy under the Utilization of Neural Network2016

    • Author(s)
      Kazuhiro Takeyasu, Yuki Higuchi, Yuta Tsuchida
    • Organizer
      Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems (SCIS&ISIS 2016), August 25-28, 2016
    • Place of Presentation
      北海学園大学
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Correspondence Analysis for the Questionnaire Investigation on Rare Sugars2016

    • Author(s)
      Yuki Higuchi, Hiromasa Takeyasu, Kazuhiro Takeyasu
    • Organizer
      The 17th Asia-Pacific Industrial Engineering and Management Systems Conference (APIEMS), Taipei, Taiwan
    • Place of Presentation
      Howard Hotel, Taipei, Taiwan
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Method to improve Forecasting Accuracy by Using Neural Network -An Application to the Production Data of Udon Noodles2016

    • Author(s)
      Yuki Higuchi, Hiromasa Takeyasu, Yuta Tsuchida, Kazuhiro Takeyasu
    • Organizer
      日本経営工学会2016年秋季大会
    • Place of Presentation
      日本教育会館
    • Related Report
      2016 Research-status Report
  • [Presentation] The Method to Improve Forecasting Accuracy by Using Neural Network - An Application to the Food Production Data2015

    • Author(s)
      Yuki Higuchi, Hiromasa Takeyasu, Yuta Tsuchida, Kazuhiro Takeyasu
    • Organizer
      日本知能情報ファジィ学会主催 第31回ファジィシステムシンポジウム(FSS2015)
    • Place of Presentation
      電気通信大学
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimization in Allocating Goods to Shop Shelves Utilizing Genetic Algorithm under Expanded Shelf Position Case2015

    • Author(s)
      Kazuhiro Takeyasu, Yuki Higuchi
    • Organizer
      日本知能情報ファジィ学会主催 第31回ファジィシステムシンポジウム(FSS2015)
    • Place of Presentation
      電気通信大学
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimization in Allocating Goods to Shop Shelves Utilizing Genetic Algorithm – An Application to Cup Noodles/Soup2015

    • Author(s)
      Komei Suzuki, Yuki Higuchi, Kazuhiro Takeyasu
    • Organizer
      日本知能情報ファジィ学会主催 第31回ファジィシステムシンポジウム(FSS2015)
    • Place of Presentation
      電気通信大学
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] BRAND SELECTION AND ITS MATRIX STRUCTURE IN A BRAND BAG PURCHASING CASE2015

    • Author(s)
      Yuki Higuchi, Kazuhiro Takeyasu
    • Organizer
      The 2015 International Conference on Systematic Innovation, 2015, Hong Kong
    • Place of Presentation
      Hong Kong
    • Year and Date
      2015-07-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Improving Forecasting Accuracy in the Case of Prepared frozen foods Through the Utilization of Genetic Algorithm2014

    • Author(s)
      Yuki Higuchi, Hiromasa, Takeyasu, Kazuhiro Takeyasu
    • Organizer
      Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kitakyushu, Japan
    • Year and Date
      2014-12-03 – 2014-12-06
    • Related Report
      2014 Research-status Report
  • [Presentation] The Method to improve Forecasting Accuracy by Using Neural Network-An Application to the Stock Market Price Data2014

    • Author(s)
      Yuki Higuchi, Yuta Tsuchida, Kazuhiro Takeyasu
    • Organizer
      日本経営工学会2014年秋季大会
    • Place of Presentation
      広島大学 東広島キャンパス
    • Year and Date
      2014-11-08 – 2014-11-09
    • Related Report
      2014 Research-status Report
  • [Presentation] A Hybrid Method to Improve Forecasting Accuracy with An Application to the Data of Bread2014

    • Author(s)
      Yuki Higuchi, Hiromasa, Takeyasu, Kazuhiro Takeyasu
    • Organizer
      The 15th Asia-Pacific Industrial Engineering and Management Systems Conference
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      2014-10-12 – 2014-10-15
    • Related Report
      2014 Research-status Report
  • [Presentation] Improving Forecasting Accuracy by the Utilization of Genetic Algorithm in the Case of Confectionery2014

    • Author(s)
      Yuki Higuchi, Hiromasa, Takeyasu, Kazuhiro Takeyasu
    • Organizer
      第30回ファジィシステムシンポジウム
    • Place of Presentation
      高知城ホール
    • Year and Date
      2014-09-01 – 2014-09-03
    • Related Report
      2014 Research-status Report
  • [Book] Advanced Management Science and Its Applications2018

    • Author(s)
      Yuki Higuchi, Komei Suzuki, Yasutaka Kainuma, Daisuke Amano, Shin Yamaguchi, Etsuko Kusukawa, Hirotake Yamashita, Tomohiro Watanabe, Akane Okubo, Kazuhiro Takeyasu, Hiromasa Takeyasu, Yasuo Ishii, Shinji Takahashi, Tsuyoshi Aburai, Tatsuya Oyanagi, Daisuke Suzuki, Minoru Nishinobou
    • Total Pages
      361
    • Publisher
      IZUMI SYUPPAN
    • ISBN
      9784906840243
    • Related Report
      2018 Research-status Report
  • [Book] 大学教員の日々―研究、教育、学務、社会貢献2018

    • Author(s)
      大久保あかね、瀧澤寛路、山下裕丈、竹安数博、山田建太、皆川健多郎、樋口友紀、池田雅彦、西之坊穂、髙橋伸二、小柳達也、島田拓巳、油井毅、石井康夫
    • Total Pages
      263
    • Publisher
      和泉出版
    • ISBN
      9784906840250
    • Related Report
      2018 Research-status Report
  • [Book] 産学官連携―その実践と拡大に向けてー2016

    • Author(s)
      Kazuhiro Takeyasu, Yuki Higuchi 他11名
    • Total Pages
      296
    • Publisher
      和泉出版
    • Related Report
      2016 Research-status Report
  • [Book] 経営科学とその実践的応用2016

    • Author(s)
      Kazuhiro Takeyasu, Yuki Higuchi 他10名
    • Total Pages
      282
    • Publisher
      和泉出版
    • Related Report
      2016 Research-status Report
  • [Book] Applied Management Information Systems2016

    • Author(s)
      Kazuhiro Takeyasu, Yuki Higuchi 他13名
    • Total Pages
      353
    • Publisher
      IZUMI SYUPPAN
    • Related Report
      2015 Research-status Report
  • [Book] ADVANCED FORECASTING METHODS for TIME SERIES2015

    • Author(s)
      Kazuhiro Takeyasu, Hiromasa Takeyasu, Yuki Higuchi, Daisuke Takeyasu
    • Total Pages
      252
    • Publisher
      IZUMI SYUPPAN
    • Related Report
      2014 Research-status Report
  • [Book] ソーシャル・ネットワークが社会を変える/仕事を変える2014

    • Author(s)
      竹安数博, 石井康夫, 樋口友紀, 油井毅,
    • Total Pages
      173
    • Publisher
      和泉出版
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2023-03-23  

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