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Training Technology for People with Developmental Disorders

Research Project

Project/Area Number 16K16172
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Learning support system
Research InstitutionNara Institute of Science and Technology

Principal Investigator

Tanaka Hiroki  奈良先端科学技術大学院大学, 情報科学研究科, 助教 (10757834)

Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2017: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords自閉スペクトラム症 / 対話システム / ソーシャルスキルトレーニング / 医療情報処理 / 感性情報学 / 医療・福祉 / 教育工学
Outline of Final Research Achievements

I conducted research to automate the process of social skill training by interacting to conversational agents. Automated social skills training is worked on a general laptop, and users can access to SST everywhere. The system recognizes users' speech, language and image, and the users obtain immediate feedback. The System follows traditional step-by step
SST framework including two target skills, modeling, role-play, feedback with positive reinforcement. Experimental evaluation showed that our system was effective for not only graduate students but also people with autism spectrum disorders to improve their social skills.

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • Research Products

    (15 results)

All 2018 2017 2016

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Open Access: 5 results,  Acknowledgement Compliant: 2 results) Presentation (10 results) (of which Int'l Joint Research: 8 results)

  • [Journal Article] Quality Prediction of Synthesized Speech Based on Tensor Structured EEG Signals2018

    • Author(s)
      Hayato Maki, Sakriani Sakti, Hiroki Tanaka, Satoshi Nakamura
    • Journal Title

      PLOS ONE

      Volume: 印刷中

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detecting Dementia through Interactive Computer Avatars2017

    • Author(s)
      Hiroki Tanaka, Hiroyoshi Adachi, Norimichi Ukita, Manabu Ikeda, Hiroaki Kazui, Takashi Kudo, Satoshi Nakamura
    • Journal Title

      IEEE Journal of Translational Engineering in Health and Medicine,

      Volume: 5 Pages: 1-11

    • DOI

      10.1109/jtehm.2017.2752152

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Embodied Conversational Agents for Multimodal Automated Social Skills Training in People with Autism Spectrum Disorders2017

    • Author(s)
      Hiroki Tanaka, Hideki Negoro, Hidemi Iwasaka, Satoshi Nakamura
    • Journal Title

      PLOS ONE

      Volume: 12 Issue: 8 Pages: 1-15

    • DOI

      10.1371/journal.pone.0182151

    • NAID

      120006345361

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multimodal Automated Social Skills Training in People with Autism Spectrum Disorders2017

    • Author(s)
      Hiroki Tanaka, Hideki Negoro, Hidemi Iwasaka, Satoshi Nakamura
    • Journal Title

      Plos One

      Volume: not

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Teaching Social Communication Skills through Human-Agent Interaction2016

    • Author(s)
      Hiroki Tanaka, Sakriani Sakti, Graham Neubig, Tomoki Toda, Hideki Negoro, Hidemi Iwasaka, Satoshi Nakamura
    • Journal Title

      ACM Transactions on Interactive Intelligent Systems

      Volume: 6(2) Issue: 2 Pages: 1-26

    • DOI

      10.1145/2937757

    • NAID

      120006309712

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Graph regularized tensor factorization for single-trial EEG analysis2018

    • Author(s)
      Hayato Maki, Hiroki Tanaka, Sakriani Sakti, Satoshi Nakamura
    • Organizer
      IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Detecting Suppression of Negative Emotion by Time Series Change of Cerebral Blood Flow using fNIRS2018

    • Author(s)
      Masahiro Honda, Hiroki Tanaka, Sakti Sakriani, Satoshi Nakamura
    • Organizer
      IEEE International Conference on Biomedical and Health Informatics (BHI)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] EEG計測による脳活動に基づいた映像視聴時の感情状態の追従2017

    • Author(s)
      寺澤 直人, 田中 宏季, Sakriani Sakti, 中村 哲
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      東京都港区、機械振興会館
    • Year and Date
      2017-03-13
    • Related Report
      2016 Research-status Report
  • [Presentation] 音声知覚時における脳神経活動の位相パターンとSVMに基づく日本語音声刺激の識別2017

    • Author(s)
      渡部 宏樹,田中 宏季,サクティ サクリアニ,中村 哲
    • Organizer
      電子情報通信学会技術研究報告,MBE2016-71
    • Place of Presentation
      福岡県福岡市、九州大学病院キャンパス
    • Year and Date
      2017-01-27
    • Related Report
      2016 Research-status Report
  • [Presentation] Tracking Liking State in Brain Activity while Watching Multiple Movies2017

    • Author(s)
      Naoto Terasawa, Hiroki Tanaka, Sakriani Sakti, Satoshi Nakamura
    • Organizer
      ACM International Conference on Multimodal Interaction (ICMI)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Subject-independent Classification of Japanese Spoken Sentences by Multiple Frequency Bands Phase Pattern of EEG Response during Speech Perception2017

    • Author(s)
      Hiroki Watanabe, Hiroki Tanaka, Sakriani Sakti, Satoshi Nakamura
    • Organizer
      Interspeech
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] EEG based Emotional State Tracking during Watching Movie considering Self-Assessment Manikin2017

    • Author(s)
      Naoto Terasawa, Hiroki Tanaka, Sakti Sakriani, Satoshi Nakamura
    • Organizer
      International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Personalized Unknown Word Detection in Non-native Language Reading using Eye Gaze2016

    • Author(s)
      Rui Hiraoka, Hiroki Tanaka, Sakti Sakriani, Graham Neubig, Satoshi Nakamura
    • Organizer
      ACM International Conference on Multimodal Interaction
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2016-11-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Automated Social Skills Training with Audiovisual Information2016

    • Author(s)
      Hiroki Tanaka, Sakriani Sakti, Graham Neubig, Hideki Negoro, Hidemi Iwasaka, Satoshi Nakamura
    • Organizer
      International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Orland, Florida, USA
    • Year and Date
      2016-08-16
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Eye Gaze-based Unknown Word Detection in Non-native Language Reading using SVMs and Random Forests2016

    • Author(s)
      Rui Hiraoka, Hiroki Tanaka, Sakti Sakriani, Graham Neubig, Satoshi Nakamura
    • Organizer
      International Conference of the IEEE Engineering in Medicine and Biology Society
    • Place of Presentation
      Orland, Florida, USA
    • Year and Date
      2016-08-16
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research

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Published: 2016-04-21   Modified: 2019-03-29  

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