A Intelligent Service Development Platform Based on Ontologies and Data Mining

• Project/Area Number: 26240036
• Research Category: Grant-in-Aid for Scientific Research (A)
• Allocation Type: Single-year Grants
• Section: 一般
• Research Field: Intelligent informatics
• Research Institution: Keio 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: ¥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.

Research Products

• [Journal Article] Integrating Smart Glasses with Question-Answering Module in Assistant Work Environment (2017)
  • Author(s): Ryutaro Nambu, Takeshi Morita, Takahira Yamaguch
  • Journal Title: The Review of Socionetwork Strategies Volume: 11(1) Pages: 1-16
  • Peer Reviewed
• [Journal Article] Implementing Mobility Service with Japanese Linked Data (2017)
  • 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
  • Peer Reviewed
• [Journal Article] Diet Therapy Service Based on the Integration of Linked Data and Rule Base (2016)
  • 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
  • Peer Reviewed / Open Access
• [Journal Article] Identifying Behavior Objective from Traffic Behavior Log Data by Using Facility Ontology (2016)
  • 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
  • Peer Reviewed
• [Journal Article] Implementing Mobility Service with Japanese Linked Data (2016)
  • 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
  • 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
  • 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
• [Journal Article] Analyzing User Behaviors Based on Temporal Patterns of Sequential Pattern Evaluation Indices on Twitter (2015)
  • 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
  • Peer Reviewed
• [Journal Article] Building up a class hierarchy with properties by refining and integrating Japanese Wikipedia Ontology and Japanese WordNet (2014)
  • 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
  • Peer Reviewed / Open Access
• [Journal Article] Building up Japanese Vocabulary for Large Scale Linked Open Data (2014)
  • 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
  • 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
• [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
• [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
• [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
• [Presentation] A User-Centric Platform PRINTEPS to Develop Integrated Intelligent Applications and Application to Robot Teahouse (2017)
  • Author(s): Kodai Nakamura, Takeshi Morita, Takahira Yamaguchi
  • Organizer: Knowledge-Based and Intelligent Information & Engineering Systems: the 21st International Conference
  • Int'l Joint Research
• [Presentation] Building Wikipedia Ontology with More Semi-Structured Information Resources (2017)
  • Author(s): Tokio Kawakami, Takeshi Morita, and Takahira Yamaguchi,
  • Organizer: Semantic Technology - 7th Joint International Conference
  • 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
• [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
• [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
• [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
• [Presentation] Development and Evaluation of an Operational Service Robot Using Wikipedia-based and Domain Ontologies (2016)
  • 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
  • Int'l Joint Research
• [Presentation] A Question Answering System with Wikipedia-based and Domain Ontologies (2016)
  • 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
  • Int'l Joint Research
• [Presentation] A FUNDAMENTAL ROBOT WORK SYSTEM EQUIPPED WITH THE SELF-IMPROVEMENT MECHANISM (2016)
  • 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
  • Int'l Joint Research
• [Presentation] Integrating Smart Glasses with Question-Answering Module in Assistant Work Environment (2016)
  • 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
  • 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
  • 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
• [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
• [Presentation] , Fundamental Study on Wide Area Road Traffic Information of VICS based on Driver Workload (2015)
  • 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
  • Int'l Joint Research
• [Presentation] Primary School Teacher-Robot Collaboration with Multiple Information Sources (2015)
  • 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
  • Int'l Joint Research
• [Presentation] Integrating Heterogeneous Data Sources for Planning Road Reconstruction (2015)
  • 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
  • Int'l Joint Research
• [Presentation] Extending DBpedia with List Structures in Wikipedia Articles (2015)
  • 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
• [Presentation] Analyzing User Behaviors Based on Temporal Patterns of Sequential Pattern Evaluation Indices on Twitter (2015)
  • 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
  • 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
• [Presentation] A Knowledge Transfer System Integrating Workflow, a Rule Base and a Goal Tree Based On Domain Ontologies (2014)
  • 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
• [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
  • Invited
• [Presentation] Identifying Types of Staying Facilities from Traffic Behavior Log Data (2014)
  • 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
• [Presentation] Fundamental Study of In-Vehicle Information Provision Based on Cognitive Workload of Elderly Driver Wh (2014)
  • 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
• [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
• [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
• [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
• [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