• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Work support system using user situation and intention estimation by behavior observation

Research Project

Project/Area Number 15K00382
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Kansei informatics
Research InstitutionMeiji University

Principal Investigator

SAKURAI YOSHITAKA  明治大学, 総合数理学部, 専任准教授 (30408653)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Keywords機械学習 / データマイニング / 感性工学 / 意思決定支援システム / 自然言語処理 / 対話システム / ディープラーニング / 行動予測 / 情報検索
Outline of Final Research Achievements

The purpose of this research is to develop a Web intelligent agent that understands the user's situation and intention as if there is a smart secretary in the machine and provides the information necessary for decision making. In order to realize this, it is important to establish an inference algorithm that estimates the user's intention. In this research, we focused on application and evaluation of agent systems using information filtering technology by natural language processing based on speech and text information, and user situation estimation technology. More specifically, research on a counseling agent who interacts based on the user's purpose comprehension and their information towards understanding the intention and understanding of intention and context based on text information, natural language using deep learning Research on processing was advanced.

Academic Significance and Societal Importance of the Research Achievements

近年ディープラーニングの発展により、画像処理や自然言語処理の研究が進んでいる。画像処理については人間を凌駕する高い性能を記録した半面、自然言語処理、とりわけ意味の理解についてはまだ課題が多い。本研究の成果である自然言語処理による意図の推定は、非常に難しい課題であるが、精度を高めていくことにより多様な応用分野での活用が期待される。

Report

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

    (23 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (4 results) Journal Article (17 results) (of which Int'l Joint Research: 17 results,  Peer Reviewed: 17 results,  Acknowledgement Compliant: 2 results) Patent(Industrial Property Rights) (2 results)

  • [Int'l Joint Research] イルミナウ工科大学(ドイツ)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] ミラノ大学(イタリア)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] イルメナウ工科大学(ドイツ)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] ミラノ大学(イタリア)

    • Related Report
      2017 Research-status Report
  • [Journal Article] VICA, a visual counseling agent for emotional distress2019

    • Author(s)
      Sakurai Yoshitaka、Ikegami Yukino、Sakai Motoki、Fujikawa Hiroshi、Tsuruta Setsuo、Gonzalez Avelino J.、Sakurai Eriko、Damiani Ernesto、Kutics Andrea、Knauf Rainer、Frati Fulvio
    • Journal Title

      Journal of Ambient Intelligence and Humanized Computing

      Volume: DOI 10.1007/s12652-019-01180-x Issue: 12 Pages: 1-13

    • DOI

      10.1007/s12652-019-01180-x

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An Advertisement Effect Simulator for Single Source Data and Its Experimental Evaluation2018

    • Author(s)
      Hara Yutaro、Sakurai Yoshitaka、Tsuruta Setsuo、Sakurai Eriko
    • Journal Title

      Proc. of the 14th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2018)

      Pages: 508-513

    • DOI

      10.1109/sitis.2018.00083

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Predicting Unsubscription from Customer's E-Mail Using Deep Learning2018

    • Author(s)
      Kawasaki Yuta、Sakurai Yoshitaka、Sakurai Eriko、Tsuruta Setsuo
    • Journal Title

      Proc. of the 14th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2018)

      Pages: 493-499

    • DOI

      10.1109/sitis.2018.00081

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Performance Comparison of Client-Centered Counseling Agents2018

    • Author(s)
      Horii Tsubasa、Sakurai Yoshitaka、Sakurai Eriko、Tsuruta Setsuo、Kutics Andrea、Nakagawa Akihiko
    • Journal Title

      Proc. of the 14th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2018)

      Pages: 601-608

    • DOI

      10.1109/sitis.2018.00097

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A SVM integrated Case Based Learning Data GA for Solar Flare Prediction2018

    • Author(s)
      Taniguchi Yoshio、Kubota Yoshihiko、Tsuruta Setsuo、Muranushi Takayuki、Hada-Muranushi Yuko、Mizuno Yoshiyuki、Kobashi Syoji、Sakurai Yoshitaka、Knauf Rainer、Kutics Andrea
    • Journal Title

      Proc. of the 2018 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2018)

      Pages: 2131-2138

    • DOI

      10.1109/ssci.2018.8628778

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Visual Counseling Agent and its Evaluation2018

    • Author(s)
      Sakurai Yoshitaka、Ikegami Yukino、Sakai Motoki、Fujikawa Hiroshi、Tsuruta Setsuo、Gonzalez Avelino J.、Sakurai Eriko、Damiani Ernesto、Kutics Andrea、Knauf Rainer
    • Journal Title

      Proc. of the 2018 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2018)

      Pages: 2286-2291

    • DOI

      10.1109/ssci.2018.8628880

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Counseling Robot Implementation and Evaluation2018

    • Author(s)
      Kurashige Kentarou、Tsuruta Setsuo、Sakurai Eriko、Sakurai Yoshitaka、Knauf Rainer、Damiani Ernesto、Kutics Andrea
    • Journal Title

      Proc. of the 2018 IEEE International Conference on Systems Man and Cybernetics (SMC 2018)

      Pages: 1716-1722

    • DOI

      10.1109/smc.2018.00297

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Visual Counseling Agent Avatar with Voice Conversation and Fuzzy Response2018

    • Author(s)
      Ikegami Yukino、Sakurai Yoshitaka、Sakai Motoki、Fujikawa Hiroshi、Tsuruta Setsuo、Gonzalez Avelino、Sakurai Eriko、Damiani Ernesto、Kutics Andrea、Knauf Rainer
    • Journal Title

      Proc. of the World Automation Congress 2018 (WAC 2018)

      Pages: 1-5

    • DOI

      10.23919/wac.2018.8430301

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Context Respectful Counseling Agent integrated with Robot nodding for Dialog Promotion2017

    • Author(s)
      K. Kurashige, S. Tsuruta, E. Sakurai, Y. Sakurai, R. Knauf, E. Damiani
    • Journal Title

      Proc. of the 2017 IEEE International Conference on Systems, Man and Cybernetics (SMC 2017)

      Volume: 2017 Pages: 1540-1545

    • DOI

      10.1109/smc.2017.8122833

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Evaluation of a Classification Method for MR Image Segmentation2017

    • Author(s)
      Y. Kubota, S. Tsuruta, S. Kobashi, Y. Sakurai, R. Knauf
    • Journal Title

      Proc. of the 2017 IEEE International Conference on Systems, Man and Cybernetics (SMC 2017)

      Volume: 2017 Pages: 1581-1586

    • DOI

      10.1109/smc.2017.8122840

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Extending the SVM Integration with Case Based ReStarting GA to Predict Solar Flare2017

    • Author(s)
      Y. Kubota, S. Tsuruta, T. Muranushi, Y. Hada-Muranushi Y. Sakurai, R. Knauf, E. Damiani
    • Journal Title

      Proc. of the 2017 IEEE International Conference on Systems, Man and Cybernetics (SMC 2017)

      Volume: 2017 Pages: 1994-1999

    • DOI

      10.1109/smc.2017.8122911

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Design of Counseling Robot for production by 3D printer2017

    • Author(s)
      K. Kurashige, S. Tsuruta, E. Sakurai, Y. Sakurai, R. Knauf, E. Damiani
    • Journal Title

      Proc. of the 13th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2017)

      Volume: 2017 Pages: 56-62

    • DOI

      10.1109/sitis.2017.20

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Clause Anaphora Resolution of Japanese Demonstrative Determiner by Ontology Extension using Distributed Expression of Words2017

    • Author(s)
      Y. Ikegami, R. Knauf, E. Damiani, S. Tsuruta, Y. Sakurai
    • Journal Title

      Proc. of the 13th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2017)

      Volume: 2017 Pages: 129-136

    • DOI

      10.1109/sitis.2017.31

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Flick: Japanese Input Method Editor Using N-Gram and Recurrent Neural Network Language Model Based Predictive Text Input2017

    • Author(s)
      Y. Ikegami, Y. Sakurai, E. Damiani, R. Knauf, S. Tsuruta
    • Journal Title

      Proc. of the 13th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2017)

      Volume: 2017 Pages: 50-55

    • DOI

      10.1109/sitis.2017.19

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Goal Aware Context Respectful Counseling Agent2016

    • Author(s)
      Tetsuo Shinozaki; Yukiko Yamamoto; Setsuo Tsuruta; Yoshitaka Sakurai; Ernesto Damiani; Rainer Knauf
    • Journal Title

      Proc. of the 12th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2016)

      Volume: 2016 Pages: 252-257

    • DOI

      10.1109/sitis.2016.48

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] An Efficient Classification Method for Knee MR Image Segmentation2016

    • Author(s)
      Yukiko Yamamoto; Setsuo Tsuruta; Syoji Kobashi; Yoshitaka Sakurai; Rainer Knauf
    • Journal Title

      Proc. of the 12th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2016)

      Volume: 2016 Pages: 36-41

    • DOI

      10.1109/sitis.2016.15

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Enhanced IoT-Aware Online Shopping System2016

    • Author(s)
      Yukiko Yamamoto; T. Kawabe; Setsuo Tsuruta; Ernesto Damiani; Atsuo Yoshitaka; Yoshiyuki Mizuno; Yoshitaka Sakurai; Rainer Knauf
    • Journal Title

      Proc. of the 12th International Conference on Signal Image Technology & Internet Based Systems (SITIS' 2016)

      Volume: 2016 Pages: 31-35

    • DOI

      10.1109/sitis.2016.14

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Patent(Industrial Property Rights)] 会話処理装置、会話処理システム、会話処理方法及びプログラム2018

    • Inventor(s)
      櫻井義尚、鶴田節夫
    • Industrial Property Rights Holder
      明治大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2018
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 会話処理装置、会話処理システム、会話処理方法及びプログラム2018

    • Inventor(s)
      櫻井義尚、鶴田節夫
    • Industrial Property Rights Holder
      明治大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-072745
    • Filing Date
      2018
    • Related Report
      2017 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2020-03-30  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi