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

Construction of Empathic Computation Mechanism

Research Project

Project/Area Number 23300059
Research Category

Grant-in-Aid for Scientific Research (B)

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

Principal Investigator

NUMAO Masayuki  大阪大学, 産業科学研究所, 教授 (30198551)

Co-Investigator(Renkei-kenkyūsha) KURIHARA Satoshi  大阪大学, 産業科学研究科, 准教授 (30397658)
MORIYAMA Koichi  大阪大学, 産業科学研究科, 助教 (10361776)
FUKUI Ken-ichi  大阪大学, 産業科学研究科, 助教 (80418772)
LEGASPI Roberto  大阪大学, 産業科学研究科, 特任研究員(常勤) (10600322)
Project Period (FY) 2011-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥19,760,000 (Direct Cost: ¥15,200,000、Indirect Cost: ¥4,560,000)
Fiscal Year 2013: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2012: ¥8,580,000 (Direct Cost: ¥6,600,000、Indirect Cost: ¥1,980,000)
Fiscal Year 2011: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Keywords脳-計算機海面 / 脳波 / 生体信号 / 感性と感情 / センサーネットワーク / 音楽 / 記号と非記号 / 帰納 / 学習と知識獲得 / 適応インタフェース / センサデータマイニング / 共感 / アンビエント / 機械学習 / 脳-計算機界面 / センサネットワーク
Research Abstract

We have developed an algorithm for feeling analysis and conducted experiments. As well as brain waves, we employed some sensors to accomplish higher accuracy. For a horror game, heart rate is quite useful. Although we have been using six adjective pairs for evaluation based on questionnaires, we have introduced valence and arousal to evaluate emotion based on sensors.
We use a genetic algorithm for composition, whose chromosome representation, operators and fitness function are important. By using symbiotic evolution, we have introduced motif structure to melody, and have investigated its effect, by which we have approached more sophisticated composition.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (40 results)

All 2014 2013 2012 2011 Other

All Journal Article (15 results) (of which Peer Reviewed: 15 results) Presentation (22 results) (of which Invited: 1 results) Remarks (3 results)

  • [Journal Article] An Intelligent Fighting Videogame Opponent Adapting to Behavior Patterns of the User2014

    • Author(s)
      Koichi Moriyama, Simon Enrique Orti z Branco, Mitsuhir Matsumoto, Kenichi Fukui, Satoshi Kurihara, and M asayuki Numao
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E97.D Issue: 4 Pages: 842-851

    • DOI

      10.1587/transinf.E97.D.842

    • NAID

      130003394910

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Intelligent Fighting Videogame Opponent Adapting to Behavior Patterns of the User2014

    • Author(s)
      Koichi Moriyama, Simon Enrique Ortiz Branco, Mitsuhiro Matsumoto, Ken-ichi Fukui, Satoshi Kurihara, and Masayuki Numao
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E97-D Pages: 842-851

    • NAID

      130003394910

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discovering Emotion-Inducing Music Features Using EEG Signals2013

    • Author(s)
      Rafael Cabredo, Roberto Legaspi, Paul Salvador Inventado, and Masayuki Numao
    • Journal Title

      Journal of Advanced Computational In telligence and Intelligent Informat ics

      Volume: 17巻 Pages: 362-370

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Effecti ve Awaking Interaction Learning System that Uses Vital Sensing2013

    • Author(s)
      Junya Nakase, Koichi Moriyama, Kiyoshi Kiyokawa,Masayuki Numao, Mayumi Oyama, and Satoshi Kurihara
    • Journal Title

      Sensors Applications Symposium (SAS),IEEE eXplore

      Volume: 1巻 Pages: 104-108

    • DOI

      10.1109/sas.2013.6493566

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discovering Emotion-inducing Music Features using EEG Signals2013

    • Author(s)
      Rafael Cabredo, Roberto Legaspi, Paul Salvador Inventado, and Masayuki Numao
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 17巻 Pages: 362-370

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discovering Emotion-Inducing Music Features Using EEG Signals2013

    • Author(s)
      Rafael Cabredo, Roberto Legaspi, Paul Salvador Inventado, and Masayuki Numao
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 17 Pages: 362-370

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Student learning behavior in unsupervised learning environment2012

    • Author(s)
      Paul Salvador Inventado, Roberto Legaspi, and Masayuki Numao
    • Journal Title

      Proc. 20th International Conference on Computers in Education (ICCE 2012)

      Volume: 20巻 Pages: 730-737

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Emotion Model for Music Using Brain Waves2012

    • Author(s)
      Rafael Cabredo, Roberto Legaspi, Paul Salvador Inventado, and Masayuki Numao
    • Journal Title

      Proc. 13th International Society for Music Information Retrieval Conference (ISMIR-2012)

      Volume: 13巻 Pages: 265-270

    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Generation of Chord Progression Using Harmony Search Algorithm for a Constructive Adaptive User Interface2012

    • Author(s)
      Noriko Otani, Satoshi Kurihara, and Masayuki Numao
    • Journal Title

      Lecture Notes in Artificial Intelligence

      Volume: 7458巻 Pages: 400-410

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Generation of Chord Progression Using Harmony Search Algorithm for a Constructive Adaptive User Interface2012

    • Author(s)
      N. Otani, S. Kurihara, and M. Numao
    • Journal Title

      Lecture Notes in Artificial Intelligence

      Volume: 7458 Pages: 400-410

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Predicting Student Emotions Resulting from Appraisal of its Feedback2011

    • Author(s)
      Paul Salvador Inventado, Roberto Legaspi, M. Suarez, and Masayuki Numao
    • Journal Title

      Research and Practice in Technology Enhanced Learning

      Volume: 6(3)巻 Pages: 107-133

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Identifying Emotion Segments in Music by Discovering Motifs in Physiological Data2011

    • Author(s)
      Rafael Cabredo, Roberto Legaspi, and Masayuki Numao
    • Journal Title

      Proc. International Society for Music Information Retrieval Conference

      Volume: 12巻 Pages: 753-758

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Predicting Student Emotions Resulting from Appraisal of ITS Feedback2011

    • Author(s)
      P. S. Inventado, R. Legaspi, M. Suarez, and M. Numao.
    • Journal Title

      Research and Practice in Technology Enhanced Learning

      Volume: 6(3) Pages: 107-133

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Identifying Emotion Segments in Music by Discovering Motifs in Physiological Data2011

    • Author(s)
      R. Cabredo, R. Legaspi, and M. Numao
    • Journal Title

      Proc. International Society for Music Information Retrieval Conference

      Volume: 12 Pages: 753-758

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Investigating Transitions in Affect and Activities for Online Learning Interventions2011

    • Author(s)
      Paul Salvador Inventado, Roberto Legaspi, Merlin Suarez, and Masayuki Numao
    • Journal Title

      Proc. the 19th International Conference on Computers in Education (ICCE2011)

      Volume: 19 Pages: 571-578

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] Generation of Rhythm for Melody in a Constructive Adaptive User Interface2013

    • Author(s)
      Noriko Otani, Ryoko Kamimura, Yu Yamano, and Masayuki Numao
    • Organizer
      Proc. 4th International Workshop on Empathic Computing (IWEC'13) held inconjunction with IJCAI-13
    • Place of Presentation
      Beijing, China
    • Year and Date
      2013-08-04
    • Related Report
      2013 Final Research Report
  • [Presentation] An analysis of player affect in survival horror game using physiological signals and player self-reports2013

    • Author(s)
      Vanus Vachiratamporn, Roberto Legaspi, Paul Inventado, Ken-ichi Fukui, Koichi Moriyama, and Masayuki Numao
    • Organizer
      Proc. 4th International Workshop on Empathic Computing (IWEC'13) held in conjunction with IJCAI-13
    • Place of Presentation
      Beijing, China
    • Year and Date
      2013-08-04
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Learning system for adapting users with user's state classification by vital sensing2013

    • Author(s)
      Junya Nakase, Koichi Moriyama, Kiyoshi Kiyokawa, Masayuki Numao, Mayumi Oyama, and Satoshi Kurihara
    • Organizer
      Proc. The 2nd International Workshop on Ambient Information Technologies(AMBIT2013) (held in conjunction with IEEE VR 2013)
    • Place of Presentation
      Orlando, Florida, USA
    • Year and Date
      2013-03-17
    • Related Report
      2013 Final Research Report 2012 Annual Research Report
  • [Presentation] 共生進化とハーモニーサーチを用いた和音進行生成におけるモチーフの考慮2013

    • Author(s)
      大谷紀子, 沼尾正行
    • Organizer
      進化計算シンポジウム 2013
    • Place of Presentation
      鹿児島県霧島
    • Related Report
      2013 Final Research Report
  • [Presentation] Evolutionary Distance Metric Learning Approach to Semi-Supervised Clustering with Neighbor Relations2013

    • Author(s)
      Ken-ichi Fukui, Satoshi Ono, Taishi Megano, and Masayuki Numao
    • Organizer
      25th IEEE International Conference on Tools with Artificial Intelligence (ICTAI-13)
    • Place of Presentation
      Washington DC, USA
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Towards the Design of Affective Survival Horror Games : an Investigation on Player Affect2013

    • Author(s)
      Vanus Vachiratamporn, Roberto Legaspi, Koichi Moriyama, and Masayuki Numao
    • Organizer
      Proc.2013 Humaine Association Conference on Affective Computing and Intelligent Interaction (ACII-2013)
    • Place of Presentation
      Geneva, Switzerland
    • Related Report
      2013 Final Research Report
  • [Presentation] A Comparison between Genetic and Memetic Algorithm for Automated Music Composition System2013

    • Author(s)
      Mondheera Pituxcoosuvarn, Roberto Legaspi, Rafael Cabredo, Ken-ichi Fukui, Koichi Moriyama, Noriko Otani, Satoshi Kurihara, Masayuki Numao
    • Organizer
      人工知能学会第27回全国大会論文集
    • Place of Presentation
      富山県富山市
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Generation of Rhythm for Melody in a Constructive Adaptive User Interface2013

    • Author(s)
      Noriko Otani, Ryoko Kamimura, Yu Yamano, and Masayuki Numao
    • Organizer
      Proc. 4th International Workshop on Empathic Computing (IWEC'13) held in conjunction with IJCAI-13
    • Place of Presentation
      Beijing, China
    • Related Report
      2013 Annual Research Report
  • [Presentation] Towards the Design of Affective Survival Horror Games: an Investigation on Player Affect2013

    • Author(s)
      Vanus Vachiratamporn, Roberto Legaspi, Koichi Moriyama, and Masayuki Numao
    • Organizer
      Proc. 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction (ACII-2013)
    • Place of Presentation
      Geneva, Switzerland
    • Related Report
      2013 Annual Research Report
  • [Presentation] 共生進化とハーモニーサーチを用いた和音進行生成におけるモチーフの考慮2013

    • Author(s)
      大谷紀子, 沼尾正行
    • Organizer
      進化計算シンポジウム2013
    • Place of Presentation
      鹿児島県霧島
    • Related Report
      2013 Annual Research Report
  • [Presentation] 共感に生体信号からのヒントはあるか?2012

    • Author(s)
      沼尾正行
    • Organizer
      第2回複雑系数理とその応用に関するシンポジウム
    • Place of Presentation
      北海道札幌市
    • Year and Date
      2012-11-13
    • Related Report
      2013 Final Research Report 2012 Annual Research Report
    • Invited
  • [Presentation] Sidekick Retrospect : A Self-Regulation Tool for Unsupervised Learning Environments2012

    • Author(s)
      Paul Salvador Inventado, Roberto Legaspi, Rafael Cabredo, and Masayuki Numao
    • Organizer
      Workshop on Computation : Theory and Practice (WCTP 2012)(Proc. Springer PICT)
    • Place of Presentation
      Manila, Philippines
    • Year and Date
      2012-09-27
    • Related Report
      2013 Final Research Report
  • [Presentation] Estimating Emotions on Music Based on Brainwave Analyses2012

    • Author(s)
      Y. Yamano, et. al
    • Organizer
      The 3rd International Workshop on Empathic Computing
    • Place of Presentation
      Kuching, Malaysia
    • Year and Date
      2012-09-04
    • Related Report
      2013 Final Research Report 2012 Annual Research Report
  • [Presentation] A Study on Next Location Predictive Modeling using Mined Temporal Sequential Patterns as input to a Decision Tree,Proc2012

    • Author(s)
      Dataipat Sodkomkham, Roberto Legaspi, Satoshi Kurihara, and Masayuki Numao
    • Organizer
      the 26th Annual Conference of the Japanese Society for Artificial Intelligence (JSAI2012)
    • Place of Presentation
      山口県山口市
    • Year and Date
      2012-06-12
    • Related Report
      2013 Final Research Report
  • [Presentation] Discovering emotion motifs in symbolic music2012

    • Author(s)
      Rafael Cabredo, Paul Salvador Inventado, Roberto Legaspi,and Masayuki Numao
    • Organizer
      Proc.the 26th Annual Conference of the Japanese Society for Artificial Intelligence (JSAI2012)
    • Place of Presentation
      山口県山口市
    • Year and Date
      2012-06-12
    • Related Report
      2013 Final Research Report
  • [Presentation] A Study on Next Location Predictive Modeling using Mined Temporal Sequential Patterns as input to a Decision Tree2012

    • Author(s)
      Dataipat Sodkomkham, Roberto Legaspi, Satoshi Kurihara, and Masayuki Numao
    • Organizer
      Proc. the 26th Annual Conference of the Japanese Society for Artificial Intelligence (JSAI2012)
    • Place of Presentation
      山口県山口市
    • Related Report
      2012 Annual Research Report
  • [Presentation] Discovering emotion motifs in symbolic music2012

    • Author(s)
      Rafael Cabredo, Paul Inventado, Roberto Legaspi, and Masayuki Numao
    • Organizer
      Proc. the 26th Annual Conference of the Japanese Society for Artificial Intelligence (JSAI2012)
    • Place of Presentation
      山口県山口市
    • Related Report
      2012 Annual Research Report
  • [Presentation] Sidekick Retrospect: A Self-Regulation Tool for Unsupervised Learning Environments2012

    • Author(s)
      Paul Salvador Inventado, Roberto Legaspi, Rafael Cabredo, and Masayuki Numao
    • Organizer
      Workshop on Computation: Theory and Practice (WCTP 2012) (Proc. Springer PICT)
    • Place of Presentation
      Manila, Philippines
    • Related Report
      2012 Annual Research Report
  • [Presentation] 間主観と外界2012

    • Author(s)
      沼尾 正行
    • Organizer
      知識共創
    • Place of Presentation
      石川県能美市
    • Related Report
      2011 Annual Research Report
  • [Presentation] Observatory: A Tool for Recording, Annotating and Reviewing Emotion-Related Data2011

    • Author(s)
      Paul Salvador Inventado, Roberto Legaspi, Merlin Suarez, and Masayuki Numao
    • Organizer
      Proc. 2nd International Workshop on Empathic Computing (IWEC-11)
    • Place of Presentation
      Hanoi, Vietnum
    • Related Report
      2011 Annual Research Report
  • [Presentation] Exploring melodic motif to support affect perception-based music compositional intelligence2011

    • Author(s)
      Roberto Legaspi, Akinobu Ueda, Takayuki Nishikawa, Kenichi Fukui, Koichi Moriyama, Satoshi Kurihara, and Masayuki Numao
    • Organizer
      Proc. 2nd International Workshop on Empathic Computing (IWEC-11)
    • Place of Presentation
      Hanoi, Vietnum
    • Related Report
      2011 Annual Research Report
  • [Presentation] メロディモチーフを含む楽曲構造を考慮した自動作曲システム2011

    • Author(s)
      上田 明頌, 西川 敬之, 福井 健一, 森山 甲一, 栗原 聡, 沼尾 正行
    • Organizer
      人工知能学会全国大会(第25回)
    • Place of Presentation
      岩手県盛岡市
    • Related Report
      2011 Annual Research Report
  • [Remarks] ホームページ研究分野

    • URL

      http://www.ai.sanken.osaka-u.ac.jp/ja/

    • Related Report
      2013 Final Research Report
  • [Remarks] 知能アーキテクチャ研究分野

    • URL

      http://www.ai.sanken.osaka-u.ac.jp/ja/

    • Related Report
      2012 Annual Research Report
  • [Remarks] 知能アーキテクチャ研究分野

    • URL

      http://www.ai.sanken.osaka-u.ac.jp/ja/

    • Related Report
      2011 Annual Research Report

URL: 

Published: 2011-04-06   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi