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A Intelligent Service Development Platform Based on Ontologies and Data Mining

Research Project

Project/Area Number 26240036
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKeio University

Principal Investigator

Yamaguchi Takahira  慶應義塾大学, 理工学部(矢上), 教授 (20174617)

Co-Investigator(Kenkyū-buntansha) 阿部 秀尚  文教大学, 情報学部, 准教授 (00397853)
森田 武史  慶應義塾大学, 理工学部(矢上), 講師 (50590171)
稲田 周平  慶應義塾大学, 理工学部(矢上), 准教授 (60327715)
大門 樹  慶應義塾大学, 理工学部, 教授 (80306878)
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥41,990,000 (Direct Cost: ¥32,300,000、Indirect Cost: ¥9,690,000)
Fiscal Year 2017: ¥7,540,000 (Direct Cost: ¥5,800,000、Indirect Cost: ¥1,740,000)
Fiscal Year 2016: ¥8,840,000 (Direct Cost: ¥6,800,000、Indirect Cost: ¥2,040,000)
Fiscal Year 2015: ¥10,010,000 (Direct Cost: ¥7,700,000、Indirect Cost: ¥2,310,000)
Fiscal Year 2014: ¥15,600,000 (Direct Cost: ¥12,000,000、Indirect Cost: ¥3,600,000)
Keywordsオントロジー / インテリジェントサービス / テキストマイニング / 知能ロボット/ / ワークフロー / 機械学習 / プランニング / 人型ロボット / 製品組立作業 / スマートグラス / 故障診断 / 業務ルール / 人工知能サービス / 深層学習 / 系列パターン評価指標 / Linked Data / ドライバー行動 / 自律的作業改善 / ビッグデータ
Outline of Final Research Achievements

We develop "A Intelligent Service Development Platform Based on Ontologies and Data Mining" including the following research items: sequential data/text mining, local linked data generator, linked data crowd generator, ontology aliment, AI task composer. We also evaluate the platform with the following real cases: community support, work support by intelligent robots, teaching support by intelligent robots and work support by smart glasses.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (41 results)

All 2018 2017 2016 2015 2014

All Journal Article (10 results) (of which Peer Reviewed: 9 results,  Open Access: 4 results) Presentation (30 results) (of which Int'l Joint Research: 10 results,  Invited: 2 results) Book (1 results)

  • [Journal Article] Integrating Smart Glasses with Question-Answering Module in Assistant Work Environment2017

    • Author(s)
      Ryutaro Nambu, Takeshi Morita, Takahira Yamaguch
    • Journal Title

      The Review of Socionetwork Strategies

      Volume: 11(1) Pages: 1-16

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Implementing Mobility Service with Japanese Linked Data2017

    • Author(s)
      Takeshi Morita, Chie Iijima, Wataru Okawara, Yoshitaro Enomoto, Takahira Yamaguchi
    • Journal Title

      Special Issue on Data Science for Big Data, International Journal of Computational Intelligence Studies

      Volume: 5 Pages: 267-288

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Diet Therapy Service Based on the Integration of Linked Data and Rule Base2016

    • Author(s)
      多川 勇介,田中 改,森田 武史,南 裕也,並河 大地,下村 道夫,山口 高平
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 31 Issue: 1 Pages: LOD-B_1-13

    • DOI

      10.1527/tjsai.31-1_LOD-B

    • NAID

      130005118956

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Identifying Behavior Objective from Traffic Behavior Log Data by Using Facility Ontology2016

    • Author(s)
      Yu Sugawara, Takeshi Morita, Hidenao Abe, Shuichi Matsumoto and Takahira Yamaguchi
    • Journal Title

      Special Issue on Data Mining and Service Science for Innovation, International Journal of Knowledge Engineering and Soft Data Paradigms

      Volume: in press

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Implementing Mobility Service with Japanese Linked Data2016

    • Author(s)
      Takeshi Morita, Chie Iijima, Wataru Okawara, Yoshitaro Enomoto, Takahira Yamaguchi
    • Journal Title

      Special Issue on Data Science for Big Data, International Journal of Computational Intelligence Studies

      Volume: in press

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SCOR オントロジーに基づく生産管理プロセスモデリング支援ツールの実装2015

    • Author(s)
      森田 武史,洪 潤基,斎藤 忍,飯島 正,山口 高平
    • Journal Title

      情報システム学会誌

      Volume: 11,1 Pages: 13-47

    • NAID

      130007043646

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Linked Dataとセマンティック技術の海外動向2015

    • Author(s)
      川村 隆浩, 森田 武史, 福田 直樹
    • Journal Title

      人工知能学会誌

      Volume: 30,5 Pages: 580-589

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Analyzing User Behaviors Based on Temporal Patterns of Sequential Pattern Evaluation Indices on Twitter2015

    • Author(s)
      Hidenao Abe
    • Journal Title

      Lecture Notes in Computer Science (LNCS)

      Volume: 9441 Pages: 177-188

    • DOI

      10.1007/978-3-319-25660-3_15

    • ISBN
      9783319256597, 9783319256603
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Building up a class hierarchy with properties by refining and integrating Japanese Wikipedia Ontology and Japanese WordNet2014

    • Author(s)
      Takeshi Morita, Yuka Sekimoto, Susumu Tamagawa and Takahira Yamaguchi
    • Journal Title

      Web Intelligence and Agent Systems: An International Journal

      Volume: Volume 12, Number 2 Issue: 2 Pages: 211-233

    • DOI

      10.3233/wia-140293

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Building up Japanese Vocabulary for Large Scale Linked Open Data2014

    • Author(s)
      玉川 奨, 香川 宏介, 森田 武史, 山口 高平
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 29 Issue: 4 Pages: 386-395

    • DOI

      10.1527/tjsai.29.386

    • NAID

      130004927344

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] ROSモジュールにおけるメタ学習による機械学習アルゴリズム選定の実現と評価2018

    • Author(s)
      阿部秀尚,森田武史,山口高平
    • Organizer
      第190回情報処理学会知能システム研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 過去の学習結果を利用した製品組立順序の自動探索2018

    • Author(s)
      渡邊敬次郎,稲田周平
    • Organizer
      2018年度精密工学会春季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] ROS環境上での機械学習実行モジュールの設計と実装2017

    • Author(s)
      阿部秀尚,森田武史,山口高平
    • Organizer
      情報処理学会 第79回全国大会
    • Place of Presentation
      名古屋大学東山キャンパス(愛知県・名古屋市)
    • Year and Date
      2017-03-17
    • Related Report
      2016 Annual Research Report
  • [Presentation] ROS環境上における機械学習タスク実行モジュールの実装と評価2017

    • Author(s)
      阿部秀尚,森田武史,山口高平
    • Organizer
      人工知能学会 第110回知識ベースシステム研究会
    • Place of Presentation
      ルスツリゾートコンベンションセンター(北海道・留寿都村)
    • Year and Date
      2017-03-02
    • Related Report
      2016 Annual Research Report
  • [Presentation] A User-Centric Platform PRINTEPS to Develop Integrated Intelligent Applications and Application to Robot Teahouse2017

    • Author(s)
      Kodai Nakamura, Takeshi Morita, Takahira Yamaguchi
    • Organizer
      Knowledge-Based and Intelligent Information & Engineering Systems: the 21st International Conference
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Building Wikipedia Ontology with More Semi-Structured Information Resources2017

    • Author(s)
      Tokio Kawakami, Takeshi Morita, and Takahira Yamaguchi,
    • Organizer
      Semantic Technology - 7th Joint International Conference
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ドメインオントロジーと日本語Wikipediaオントロジーの統合に基づく質問応答ロボットの開発と評価2016

    • Author(s)
      淺野 泰史, 森田 武史, 山口 高平
    • Organizer
      第12回 情報システム学会 全国大会・研究発表大会
    • Place of Presentation
      富山国際会議場(富山県・富山市)
    • Year and Date
      2016-11-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] 人工知能利用対人サービスと業務プロセスモデリングに関する一考察2016

    • Author(s)
      阿部秀尚
    • Organizer
      第12回 情報システム学会 全国大会・研究発表大会
    • Place of Presentation
      富山国際会議場(富山県・富山市)
    • Year and Date
      2016-11-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] モーションセンサを利用した作業分析システムの提案2016

    • Author(s)
      櫻庭彬生,柳生大輔,稲田周平
    • Organizer
      (公社)日本経営工学会 2016年度秋季研究大会
    • Place of Presentation
      日本教育会館 (東京都千代田区)
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
  • [Presentation] 多要因の不確実性を考慮した製造・販売活動の安全性分析2016

    • Author(s)
      榎本龍之介,市来嵜治,稲田周平
    • Organizer
      (公社)日本経営工学会 2016年度秋季研究大会
    • Place of Presentation
      日本教育会館 (東京都千代田区)
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
  • [Presentation] Development and Evaluation of an Operational Service Robot Using Wikipedia-based and Domain Ontologies2016

    • Author(s)
      Hiroshi Asano, Takeshi Morita, and Takahira Yamaguchi
    • Organizer
      2016 IEEE/WIC/ACM International Conference on Web Intelligence
    • Place of Presentation
      Omaha, Nebraska, USA
    • Year and Date
      2016-10-15
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Question Answering System with Wikipedia-based and Domain Ontologies2016

    • Author(s)
      Hiroshi Asano, Takeshi Morita, and Takahira Yamaguchi
    • Organizer
      1st International Workshop on Platforms and Applications for Social problem Solving and Collective Reasoning
    • Place of Presentation
      Omaha, Nebraska, USA
    • Year and Date
      2016-10-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A FUNDAMENTAL ROBOT WORK SYSTEM EQUIPPED WITH THE SELF-IMPROVEMENT MECHANISM2016

    • Author(s)
      Shuhei Inada, Takahira Yamaguchi, Masashi Fuchizawa and Kyosuke Arai
    • Organizer
      The 18th International Conference on Industrial Engineering
    • Place of Presentation
      The Hotel President, Seoul, KOREA
    • Year and Date
      2016-10-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Integrating Smart Glasses with Question-Answering Module in Assistant Work Environment2016

    • Author(s)
      Ryutaro Nambu, Tatsuya Kimoto, Takeshi Morita, and Takahira Yamaguchi
    • Organizer
      Knowledge-Based and Intelligent Information & Engineering Systems 20th Annual Conference, KES-2016
    • Place of Presentation
      York, UK
    • Year and Date
      2016-09-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 人工知能(AI)がもたらす 新しい社会2016

    • Author(s)
      山口高平
    • Organizer
      情報システム学会第9回シンポジウム
    • Place of Presentation
      専修大学 神田校舎5号館571教室(東京都千代田区)
    • Year and Date
      2016-05-14
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 系列パターン評価指標を用いた感情極性推定手法の開発2016

    • Author(s)
      阿部秀尚
    • Organizer
      情報処理学会 第182回知能システム研究会
    • Place of Presentation
      ルスツリゾート(北海道・留寿都村)
    • Year and Date
      2016-03-03
    • Related Report
      2015 Annual Research Report
  • [Presentation] 画像情報を用いたロボット動作の認識 -ロボットによる自律的改善に向けて-2015

    • Author(s)
      渕澤雅志,荒井恭佑,山口高平,稲田周平
    • Organizer
      日本経営工学会2015年秋季研究大会
    • Place of Presentation
      金沢工業大学(石川県野々市)
    • Year and Date
      2015-11-28
    • Related Report
      2015 Annual Research Report
  • [Presentation] , Fundamental Study on Wide Area Road Traffic Information of VICS based on Driver Workload2015

    • Author(s)
      K. Fueki, T. Daimon, T. Oda
    • Organizer
      22th World Congress on Intelligent Transport Systems
    • Place of Presentation
      Bordeaux (France)
    • Year and Date
      2015-10-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Primary School Teacher-Robot Collaboration with Multiple Information Sources2015

    • Author(s)
      Haruya Suga, Takeshi Morita, and Takahira Yamaguchi
    • Organizer
      Workshop on Bridging user needs to deployed applications of service robots, IEEE/RSJ International Conference on Intelligent Robots and Systems 2015
    • Place of Presentation
      Hamburg(Germany)
    • Year and Date
      2015-09-28
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Integrating Heterogeneous Data Sources for Planning Road Reconstruction2015

    • Author(s)
      Tatsuya Kimoto, Takeshi Morita, Takahito Ishii, Haryuya Suga, Yu Sugawara, Takashi Beppu and Takahira Yamaguchi
    • Organizer
      Knowledge-Based and Intelligent Information & Engineering Systems 19th Annual Conference
    • Place of Presentation
      10 Bayfront Avenue(Singapore)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Extending DBpedia with List Structures in Wikipedia Articles2015

    • Author(s)
      筒井 瑳斗志,森田 武史,山口 高平
    • Organizer
      第36回セマンティックウェブとオントロジー研究会-DBpediaシンポジウム,人工知能学会
    • Place of Presentation
      国立情報学研究所(東京都・千代田区)
    • Year and Date
      2015-07-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] Analyzing User Behaviors Based on Temporal Patterns of Sequential Pattern Evaluation Indices on Twitter2015

    • Author(s)
      Hidenao Abe
    • Organizer
      The fourth Quality issues, measures of interestingness and evaluation of data mining models workshop (QIMIE'15)
    • Place of Presentation
      Ho Chi Minh City (Vietnam)
    • Year and Date
      2015-05-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 産業用ロボットの活用に向けた作業改善の自動化 -サーブリッグを利用した基礎研究-2014

    • Author(s)
      稲田周平,渕澤雅志,石井誉仁,山口高平
    • Organizer
      2014年秋季大会,日本経営工学会
    • Place of Presentation
      広島大学東広島キャンパス(広島市)
    • Year and Date
      2014-11-09
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Knowledge Transfer System Integrating Workflow, a Rule Base and a Goal Tree Based On Domain Ontologies2014

    • Author(s)
      N.Marumo, T.Beppu and T.Yamaguchi
    • Organizer
      International Conference on Knowledge Science, Engineering and Management (KSEM2014)
    • Place of Presentation
      シビウ(ルーマニア)
    • Year and Date
      2014-10-17
    • Related Report
      2014 Annual Research Report
  • [Presentation] A Knowledge Transfer System Based on the Integration of Workflow and Rule Base and Ontologies,2014

    • Author(s)
      T.Yamaguchi
    • Organizer
      Faculty of Computer Science, the University of Vienna
    • Place of Presentation
      ウィーン(オーストリア)
    • Year and Date
      2014-10-14
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Identifying Types of Staying Facilities from Traffic Behavior Log Data2014

    • Author(s)
      Y.Sugawara, T.Morita, H.Abe, S.Matsumoto, T.Yamaguchi
    • Organizer
      18th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      グディニヤ(ポーランド)
    • Year and Date
      2014-09-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] Fundamental Study of In-Vehicle Information Provision Based on Cognitive Workload of Elderly Driver Wh2014

    • Author(s)
      Toshiki Nakamura, Tatsuru Daimon, Toshihiko Oda
    • Organizer
      21th World Congress on Intelligent Transport Systems
    • Place of Presentation
      デトロイト(米国)
    • Year and Date
      2014-09-09
    • Related Report
      2014 Annual Research Report
  • [Presentation] 双腕型ロボットによる作業改善に向けたサーブリッグの活用2014

    • Author(s)
      渕澤雅志,稲田周平,石井誉仁,山口高平
    • Organizer
      日本生産管理学会第40回全国大会
    • Place of Presentation
      名古屋市中小企業振興会館(名古屋市)
    • Year and Date
      2014-09-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] サーブリッグ分析を用いた双腕ロボットによる作業改善2014

    • Author(s)
      石井誉仁,渕澤雅志,稲田周平,山口高平
    • Organizer
      2014年度人工知能学会全国大会(第28回)
    • Place of Presentation
      愛媛県県民文化会館(松山市)
    • Year and Date
      2014-05-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] TETDMにおけるテキストマイニング関連オブジェクトの整理と実装2014

    • Author(s)
      阿部秀尚
    • Organizer
      2014年度人工知能学会全国大会(第28回)
    • Place of Presentation
      愛媛県県民文化会館(松山市)
    • Year and Date
      2014-05-12
    • Related Report
      2014 Annual Research Report
  • [Book] 人工知能とは2016

    • Author(s)
      松尾豊(編), 中島秀之, 西田豊明, 溝口理一郎, 長尾真, 堀浩一, 浅田稔, 松原仁, 武田英明, 池上高志, 山口高平 , 山川宏, 栗原聡
    • Total Pages
      264
    • Publisher
      近代科学社
    • Related Report
      2016 Annual Research Report

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Published: 2014-04-04   Modified: 2019-03-29  

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