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SimpaTALK: Development and application of a language model taking into account user emotions and flexibly adapting to situation

Research Project

Project/Area Number 25880003
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionKitami Institute of Technology

Principal Investigator

PTASZYNSKI Michal  北見工業大学, 工学部, 助教 (60711504)

Research Collaborator MASUI Fumito  北見工業大学, 情報システム工学科, 准教授 (80324549)
Project Period (FY) 2013-08-30 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords自然言語処理 / 感情解析 / コーパス分析 / パターン抽出 / 感情表現
Outline of Final Research Achievements

Research on emotion analysis in language is still in its early stage. In this research, by fusing various technologies developed previously, such as affect analysis systems or contextual appropriateness of emotion verification method, I focused on building a language model which would allow flexible adaptation of conversation to the emotional state of the speaker. In the research I applied a large-scale natural language corpus that was previously developed to contribute to revealing the structure and functions of emotions in conversation. I have also implemented the language model to an agent and created a basic technology to apply it to real-world tasks. In particular I preliminary applied it to the detection of cyberbullying on the Internet. In the future I will further pursue the topic of cyberbullying detection, which in result will help in cyberbullying prevention, and contribute to the reduction of the number of cyberbullying victims.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Annual Research Report
  • Research Products

    (14 results)

All 2014 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (8 results) (of which Invited: 1 results) Book (2 results) Remarks (2 results)

  • [Journal Article] A Survey on Large Scale Corpora and Emotion Corpora2014

    • Author(s)
      Michal Ptaszynski, Rafal Rzepka, Satoshi Oyama, Masahito Kurihara, Kenji Araki
    • Journal Title

      Information and Media Technologies

      Volume: 9 Issue: 4 Pages: 429-445

    • DOI

      10.11185/imt.9.429

    • NAID

      130004705278

    • ISSN
      1881-0896
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Survey on Large Scale Corpora and Emotion Corpora2014

    • Author(s)
      Michal Ptaszynski, Rafal Rzepka, Satoshi Oyama, Masahito Kurihara, Kenji Araki
    • Journal Title

      Computer Software Journal

      Volume: 31-2 Pages: 1-16

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] "SPASS: A Scientific Paper Writing Support System"2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui
    • Organizer
      Proceedings of The Third International Conference on Informatics Engineering and Information Science (ICIEIS2014)
    • Place of Presentation
      Lodz, Poland
    • Year and Date
      2014-09-22 – 2014-09-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] "Women Like Backchannel, But Men Finish Earlier: Pattern Based Language Modeling of Conversations Reveals Gender and Social Distance Differences"2014

    • Author(s)
      Michal Ptaszynski, Dai Hasegawa, Fumito Masui
    • Organizer
      9th International Conference on Natural Language Processing (PolTAL 2014)
    • Place of Presentation
      Warszawa, Poland
    • Year and Date
      2014-09-17 – 2014-09-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] "Detecting emotive sentences with pattern-based language modelling"2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui, Rafal Rzepka, Kenji Araki
    • Organizer
      Proceedings of the 18th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES2014)
    • Place of Presentation
      Gdynia, Poland
    • Year and Date
      2014-09-15 – 2014-09-17
    • Related Report
      2014 Annual Research Report
  • [Presentation] "First Glance on Pattern-based Language Modeling"2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui, Rafal Rzepka, Kenji Araki
    • Organizer
      Language Acquisition and Understanding Research Group (LAU)
    • Place of Presentation
      Sapporo, Japan
    • Year and Date
      2014-08-09
    • Related Report
      2014 Annual Research Report
  • [Presentation] "Emotive or Non-emotive: That is The Question"2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui, Rafal Rzepka, Kenji Araki
    • Organizer
      Proceedings of the 5th ACL Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis (WASSA 2014)
    • Place of Presentation
      Baltimore, USA
    • Year and Date
      2014-06-22 – 2014-06-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] Computational Phronesis as a Possible Path toward Machine Emotional Integrity2014

    • Author(s)
      Michal Ptaszynski
    • Organizer
      Proceedings of the 2014 AAAI Spring Symposium Series, “Implementing Selves with Safe Motivational Systems and Self-Improvement”
    • Place of Presentation
      Stanford
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Investigation of Future Reference Expressions in Trend Information2014

    • Author(s)
      Yoko Nakajima, Michal Ptaszynski, Hirotoshi Honma, Fumito Masui
    • Organizer
      Proceedings of the 2014 AAAI Spring Symposium Series, “Big data becomes personal: knowledge into meaning ― For better health, wellness and well-being ―”
    • Place of Presentation
      Stanford
    • Related Report
      2013 Annual Research Report
  • [Presentation] Automatic Extraction of Emotive and Non-emotive Sentence Patterns2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui, Rafal Rzepka, Kenji Araki
    • Organizer
      Proceedings of The Twentieth Annual Meeting of The Association for Natural Language Processing (NLP2014)
    • Place of Presentation
      Sapporo
    • Related Report
      2013 Annual Research Report
  • [Book] Mining of User Generated Content and Its Applications (Chapter title: "Annotating Japanese Blogs with Syntactic and Affective Information")2014

    • Author(s)
      Michal Ptaszynski, Yoshio Momouchi, Jacek Maciejewski, Pawel Dybala, Rafal Rzepka, and Kenji Araki
    • Total Pages
      474
    • Publisher
      Tailor & Francis (CRC Press)
    • Related Report
      2014 Annual Research Report
  • [Book] “Annotating Japanese Blogs with Syntactic and Affective Information” Chapter in Mining of User Generated Content and Its Applications, Ed. Marie-Francine Moens, Juanzi Li, Tat-Seng Chua2014

    • Author(s)
      Michal Ptaszynski, Yoshio Momouchi, Jacek Maciejewski, Pawel Dybala, Rafal Rzepka, and Kenji Araki
    • Publisher
      Tailor & Francis (CRC Press)
    • Related Report
      2013 Annual Research Report
  • [Remarks] Michal Ptaszynski's Research Explanation

    • URL

      http://arakilab.media.eng.hokudai.ac.jp/~ptaszynski/research.htm

    • Related Report
      2014 Annual Research Report
  • [Remarks] 現時点の研究の発展のHP

    • URL

      http://arakilab.media.eng.hokudai.ac.jp/~ptaszynski/research.htm

    • Related Report
      2013 Annual Research Report

URL: 

Published: 2013-09-12   Modified: 2019-07-29  

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