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

Context based Gesture Modeling based on Interaction Data Mining

Research Project

Project/Area Number 22700146
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology (2011-2012)
Kyoto University (2010)

Principal Investigator

OKADA Shogo  東京工業大学, 大学院・総合理工学研究科, 助教 (00512261)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords知識発見とデータマイニング / マルチモーダルパターン認識モデル / 多人数インタラクション / 社会情報学 / パターン認識 / 機械学習 / ジェスチャ認識 / マルチモーダル / データマイニング / 時系列解析 / 知能情報処理
Research Abstract

This research proposed a conversation context based gesture recognition approach.In this research, we extract features of co-occurring nonverbal patterns with gestures, i.e., speech act, head gesture, and head direction of each participant, by using pattern recognition techniques. In the experiments, we collect eight group narrative interaction datasets to evaluate the classification performance. The experimental results show that gesture phase features and nonverbal features of other participants improves the performance to discriminate communicative gestures that are used in narrative speeches and other gestures from 20 %

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (50 results)

All 2013 2012 2011 2010 Other

All Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (38 results) Book (6 results) Remarks (1 results)

  • [Journal Article] 会話インタラクションにおけるジェスチャの量的分析を支援する時系列データマイニング手法の開発2012

    • Author(s)
      岡田将吾,坊農真弓,角康之,高梨克也
    • Journal Title

      社会言語科学

      Volume: Vol.15,no.1 Pages: 38-56

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 会話インタラクションにおけるジェスチャの量的分析を支援する時系列データマイニング手法の開発2012

    • Author(s)
      岡田将吾,坊農真弓,角康之,高梨克也
    • Journal Title

      社会言語科学

      Volume: 15 Pages: 38-56

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 自己増殖型ニューラルネットワークを用いた時系列データの追加学習型クラスタリング2010

    • Author(s)
      岡田将吾,西田豊明
    • Journal Title

      日本神経回路学会論文誌

      Volume: Vol.17,No.4 Pages: 174-186

    • NAID

      10027705479

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Incremental Learning of Gestures for Human-Robot Interaction2010

    • Author(s)
      Shogo Okada, Yoichi Kobayashi, Satoshi Ishibashi, Toyoaki Nishida
    • Journal Title

      Springer Journal of AI & Society

      Volume: Vol.25,Num.2 Pages: 155-168

    • URL

      http://link.springer.com/article/10.1007%2Fs00146-009-0248-8

    • Related Report
      2012 Final Research Report 2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 自己増殖型ニューラルネットワークを用いた時系列データの追加学習型クラスタリング2010

    • Author(s)
      国田将吾、西田豊明
    • Journal Title

      日本神経回路学会論文誌

      Volume: Vol.17, No.4 Pages: 174-186

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Semi-supervised Latent Dirichlet Allocation for Multi-label Text Classification2013

    • Author(s)
      Youwei Lu, Shogo Okada and Katsumi Nitta
    • Organizer
      The 26th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems (IEA/AIE) 2013
    • Place of Presentation
      Amsterdam, Netherland
    • Year and Date
      2013-06-19
    • Related Report
      2012 Final Research Report
  • [Presentation] センサ環境を利用したオフィスワーカーの行動パターン分析2013

    • Author(s)
      岡田将吾, 神谷祐樹, 佐藤裕作, 藤田善 弘, 山田敬嗣, 新田克己
    • Organizer
      人工知能学会全国大会2013
    • Place of Presentation
      富山
    • Year and Date
      2013-06-05
    • Related Report
      2012 Final Research Report
  • [Presentation] 多人数インタラクション分析・理解のためのマルチモーダル時系列データマイニング2013

    • Author(s)
      岡田将吾
    • Organizer
      電子情報通信学会HCG VNV 研究会2012年次大会
    • Place of Presentation
      東京
    • Year and Date
      2013-03-23
    • Related Report
      2012 Final Research Report
  • [Presentation] HAPPicom: Haptic Pad for Impressive Text Communication2013

    • Author(s)
      Ayano Tamura, Shogo Okada, Tetsuya Harada, Makoto Sato, Katsumi Nitta
    • Organizer
      ACMInternational Conference on IntelligentUser Interfaces (IUI2013)
    • Place of Presentation
      Santa Monica, CA
    • Year and Date
      2013-03-20
    • Related Report
      2012 Final Research Report
  • [Presentation] Semi-supervised Latent Dirichlet Allocation for Multi-label Text Classification2013

    • Author(s)
      Youwei Lu, Shogo Okada and Katsumi Nitta
    • Organizer
      The 26th International Conference on Industrial, Engineering & Other Applications of Applied Intelligent  Systems (IEA/AIE) 2013
    • Place of Presentation
      Amsterdam, (Netherland)
    • Related Report
      2012 Annual Research Report
  • [Presentation] HAPPicom: Haptic Pad for Impressive Text Communication2013

    • Author(s)
      Ayano Tamura, Shogo Okada, Tetsuya Harada, Makoto Sato, Katsumi Nitta
    • Organizer
      ACM International Conference on Intelligent User Interfaces (IUI2013)
    • Place of Presentation
      Santa Monica, CA (USA)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Analysis of the Correlation between the Regularity of Work Behavior and StressIndices Based on Longitudinal Behavioral Data2012

    • Author(s)
      Shogo Okada, Yusaku Sato, Yuki Kamiya, Keiji Yamada, Katsumi Nitta
    • Organizer
      14th ACM International Conference on Multimodal Interaction(ICMI) 2012
    • Place of Presentation
      Santa Monica, CA
    • Year and Date
      2012-10-25
    • Related Report
      2012 Final Research Report
  • [Presentation] 車載センサログの時系列データマイニングに基 づく運転挙動の分析2012

    • Author(s)
      岡田将吾, 人見謙太郎,チャンドラシリ ナイワラ, 呂有為, 新田克己
    • Organizer
      FIT2012
    • Place of Presentation
      東京
    • Year and Date
      2012-09-05
    • Related Report
      2012 Final Research Report
  • [Presentation] 非言語パターンの自動抽出による状況説明会話における言い淀みシーンの分析2012

    • Author(s)
      岡田将吾, 坊農真弓, 角康之, 高梨克也, 新田克己
    • Organizer
      インタラクション
    • Place of Presentation
      東京
    • Year and Date
      2012-03-17
    • Related Report
      2012 Final Research Report
  • [Presentation] 非言語パターンの自動抽出による状況説明会話における言い淀みシーンの分析2012

    • Author(s)
      岡田将吾, 坊農真弓, 角康之, 高梨克也, 新田克己
    • Organizer
      インタラクション2012
    • Place of Presentation
      東京お台場
    • Year and Date
      2012-03-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] Analysis of the Correlation between the Regularity of Work Behavior and Stress Indices Based on Longitudinal Behavioral Data2012

    • Author(s)
      Shogo Okada, Yusaku Sato, Yuki Kamiya, Keiji Yamada, Katsumi Nitta
    • Organizer
      ACM International Conference on Multimodal Interaction (ICMI) 2012
    • Place of Presentation
      Santa Monica, CA (USA)
    • Related Report
      2012 Annual Research Report
  • [Presentation] 車載センサログの時系列データマイニングに基づく運転挙動の分析2012

    • Author(s)
      岡田将吾, 人見謙太郎, チャンドラシリ ナイワラ, 呂有為, 新田克己
    • Organizer
      FIT2012 第11回情報科学技術フォーラム
    • Place of Presentation
      法政大学 小金井キャンパス (東京都)
    • Related Report
      2012 Annual Research Report
  • [Presentation] 二段階モチーフ発見アルゴリズムに基づく連続インタラクションデータからのジェスチャパターンの抽出とロボットナビゲーションへの応用2011

    • Author(s)
      岡田将吾、伊豆蔵拓也、西田豊明
    • Organizer
      人工知能学会全国大会2011
    • Place of Presentation
      岩手
    • Year and Date
      2011-11-22
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Investigation of Haptic Interaction in Online Negotiation between different native language people2011

    • Author(s)
      Meng Chen, Shogo Okada, Katsumi Nitta
    • Organizer
      International Conference on Computers, Communications and Systems
    • Place of Presentation
      Daegu, Korea
    • Year and Date
      2011-11-22
    • Related Report
      2011 Annual Research Report
  • [Presentation] Nitta: Effectiveness of haptic interaction in online negotiation between Chineseand Japanese.2011

    • Author(s)
      Meng Chen, Shogo Okada, Katsumi
    • Organizer
      GrC 2011
    • Place of Presentation
      Kaohsiung, Taiwan
    • Year and Date
      2011-11-09
    • Related Report
      2012 Final Research Report
  • [Presentation] Effectiveness of haptic interaction in online negotiation between Chinese and Japanese2011

    • Author(s)
      Meng Chen, Shogo Okada, Katsumi Nitta
    • Organizer
      2011 IEEE International Conference on Granular Computing
    • Place of Presentation
      Taiwan
    • Year and Date
      2011-11-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] 系列データマイニングを用いたアニメーション説明課題における多人数会話データ分析2011

    • Author(s)
      岡田将吾
    • Organizer
      サマーキャンプ2011『インタラクション研究と人』
    • Place of Presentation
      函館
    • Year and Date
      2011-09-12
    • Related Report
      2011 Annual Research Report
  • [Presentation] Online Incremental Clustering with Distance Metric Learning for High Dimensional Data2011

    • Author(s)
      Shogo Okada, To yoaki Nishida
    • Organizer
      IEEE International Joint Conference on Neural Networks(IJCNN)2011
    • Place of Presentation
      San Jose, CA
    • Year and Date
      2011-08-02
    • Related Report
      2012 Final Research Report
  • [Presentation] Online Incremental Clustering with Distance Metric Learning for High Dimensional Data2011

    • Author(s)
      Shogo Okada, Toyoaki Nishida
    • Organizer
      IEEE International Joint Conference on Neural Networks (IJCNN 2011)
    • Place of Presentation
      San Jose, California (USA)
    • Year and Date
      2011-08-02
    • Related Report
      2010 Annual Research Report
  • [Presentation] Online Incremental Clustering with Distance Metric Learning for High Dimensional Data2011

    • Author(s)
      Shogo Okada, Toyoaki Nishida
    • Organizer
      IEEE International Joint Conference on Neural Networks (IJCNN 2011)
    • Place of Presentation
      San Jose CA
    • Year and Date
      2011-08-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] 二段階モチーフ発見アルゴリズム に基づく連続インタラクションデ ータからのジェスチャパターンの抽出とロボットナビゲーションへの応用2011

    • Author(s)
      岡田将吾,伊豆蔵拓也,西田豊明
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      岩手
    • Year and Date
      2011-06-01
    • Related Report
      2012 Final Research Report
  • [Presentation] Simulated Crowd : Towards a Synthetic Culture for Engaging a Learner in Culture-dependent Nonverbal Interaction2011

    • Author(s)
      Sutasinee Thovuttikul, Divesh Lala, Hiroki Ohashi, Shogo Okada, Yoshimasa Ohmoto, Toyoaki Nishida
    • Organizer
      2nd Workshop on Eye Gaze in Intelligent Human Machine Interaction
    • Place of Presentation
      Stanford University, California (USA)
    • Year and Date
      2011-02-13
    • Related Report
      2010 Annual Research Report
  • [Presentation] Simulated Crowd: Towards a Synthetic Culture for Engaging a Learner in Culture-dependent Nonverbal Interaction2011

    • Author(s)
      Sutasinee Thovuttikul, Divesh Lala, Hiroki Ohashi, Shogo Okada, Yoshimasa Ohmoto, and Toyoaki Nishida
    • Place of Presentation
      Palo Alto, CA.
    • Year and Date
      2011-02-12
    • Related Report
      2012 Final Research Report
  • [Presentation] Machine Learning Approaches for Time-series Data Based on Self-Organizing Incremental Neural Network2010

    • Author(s)
      Shogo Okada, Osamu Hasegawa, Toyoaki Nishida
    • Organizer
      International Conference on Artificial Neural Networks (ICANN2010)workshop
    • Place of Presentation
      Thessaloniki, Greece
    • Year and Date
      2010-09-16
    • Related Report
      2012 Final Research Report
  • [Presentation] Machine Learning Approaches for Time-series Data Based on Self-Organizing Incremental Neural Network2010

    • Author(s)
      Shogo Okada, Osamu Hasegawa, Toyoaki Nishida
    • Organizer
      International Conference on Artificial Neural Networks (ICANN2010)
    • Place of Presentation
      Thessaloniki(Greece)
    • Year and Date
      2010-09-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] Nishida:Multi Class Semi-supervised Classification with Graph Construction Based on Adaptive Metric2010

    • Author(s)
      Shogo Okada, Toyoaki
    • Organizer
      Learning,ICANN2010
    • Place of Presentation
      Thessaloniki,Greece
    • Year and Date
      2010-09-15
    • Related Report
      2012 Final Research Report
  • [Presentation] Multi Class Semi-supervised Classification with Graph Construction Based on Adaptive Metric Learning2010

    • Author(s)
      Shogo Okada, Toyoaki Nishida
    • Organizer
      International Conference on Artificial Neural Networks (ICANN2010)
    • Place of Presentation
      Thessaloniki(Greece)
    • Year and Date
      2010-09-15
    • Related Report
      2010 Annual Research Report
  • [Presentation] Multi-modal Processing for Acquisition of Interaction Behavior in Social Robot2010

    • Author(s)
      Kae Sakamoto, Shogo Okada, Toyoaki Nishida
    • Organizer
      International Workshop on Social Intelligence Design (SID2010)
    • Place of Presentation
      London, UK
    • Year and Date
      2010-09-13
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Presentation] A Proposal of Novel WOZ Environment for Realizing Essence of Communication in Social Robots2010

    • Author(s)
      Hiroki Ohashi, Shogo Okada, Yoshimasa Ohmoto and Toyoaki Nishida
    • Organizer
      International Workshop on Social Intelligence Design (SID2010)
    • Place of Presentation
      London, UK
    • Year and Date
      2010-09-13
    • Related Report
      2012 Final Research Report 2010 Annual Research Report
  • [Presentation] 適応型距離学習とグラフ学習の統合に基づく半教師付き多クラス分類2010

    • Author(s)
      岡田将吾,西田豊明
    • Organizer
      画像の認識・理解シンポ ジウム(MIRU)
    • Place of Presentation
      釧路
    • Year and Date
      2010-07-28
    • Related Report
      2012 Final Research Report
  • [Presentation] 適応型距離学習とグラフ学習の統合に基づく半教師付き多クラス分類2010

    • Author(s)
      岡田将吾、西田豊明
    • Organizer
      画像の認識・理解シンポジウム(MIRU)
    • Place of Presentation
      北海道 釧路市観光国際交流センター
    • Year and Date
      2010-07-28
    • Related Report
      2010 Annual Research Report
  • [Presentation] コミュニケーションエッセンスを有する自律ロボットの実現に向けたWOZ環境の構築2010

    • Author(s)
      大橋洋輝, 高橋暁弘, 岡田将吾, 大本義正, 西田豊明
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      長崎 長崎ブリックホール
    • Year and Date
      2010-06-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] 連続インタラクションデータからのインタラクションコンテキストの変化点の検出2010

    • Author(s)
      坂本佳愛、岡田将吾、西田豊明
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      長崎 長崎ブリックホール
    • Year and Date
      2010-06-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] ユーザとの相互作用を通じた画像分類システムの開発2010

    • Author(s)
      岡田将吾,神田賢一,大本義正,西田豊明
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      宮崎
    • Year and Date
      2010-06-10
    • Related Report
      2012 Final Research Report
  • [Presentation] ユーザとの相互作用を通じた画像分類システムの開発2010

    • Author(s)
      岡田将吾、神田賢一、大本義正、西田豊明
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      長崎 長崎ブリックホール
    • Year and Date
      2010-06-10
    • Related Report
      2010 Annual Research Report
  • [Presentation] Satoshi Ishibash Toyoaki Nishida: On-line Unsupervised Segmentation for Multidimensional Time-series Data and Application toSpatiotemporal Gesture data2010

    • Author(s)
      Shogo Okada
    • Organizer
      IEA/AIE2010
    • Place of Presentation
      Cordoba, Spain
    • Year and Date
      2010-06-03
    • Related Report
      2012 Final Research Report
  • [Presentation] Machine Learning Approaches for Time-series Data Based on Self-Organizing Incremental Neural Network2010

    • Author(s)
      Shogo Okada, Satoshi Ishibashi, Toyoaki Nishida
    • Organizer
      International Conference on.Industrial, Engineering &. Other Applications of Applied Intelligent Systems (IEA/AIE2010)
    • Place of Presentation
      Cordoba (Spain)
    • Year and Date
      2010-06-03
    • Related Report
      2010 Annual Research Report
  • [Presentation] 基調講演: 多人数インタラクション分析・理解のためのマルチモーダル時系列データマイニング

    • Author(s)
      岡田将吾,
    • Organizer
      電子情報通信学会HCG VNV研究会 2012年次大会
    • Place of Presentation
      東京電機大学 北千住キャンパス (東京都)
    • Related Report
      2012 Annual Research Report
  • [Book] Lecture Notes in Computer Science (LNCS) - Springer, Volume79062013

    • Author(s)
      Youwei Lu, Shogo Okada and Katsumi Nitta
    • Total Pages
      10
    • Publisher
      Semi-supervised Latent Dirichlet Allocation for Multi-label Text Classification
    • Related Report
      2012 Annual Research Report
  • [Book] SatoshiIshibashi, Toyoaki Nishida On-Line Unsupervised Segmentation for Multidimensional Time-Series Data and Application to Spatiotemporal Gesture data, Trends in Applied Intelligent Systems2010

    • Author(s)
      Shogo Okada
    • Publisher
      Lecture Notes in Computer Science (LNCS)
    • Related Report
      2012 Final Research Report
  • [Book] Toyoaki Nishida Machine Learning Approaches for Time-Series Data Based on Self-Organizing Incremental Neural Network2010

    • Author(s)
      Shogo Okada, OsamuHasegawa
    • Publisher
      Artificial Neural Networks-ICANN 2010,LNCS
    • Related Report
      2012 Final Research Report
  • [Book] Multi Class Semi-Supervised Classification with Graph Construction Based on Adaptive Metric Learning2010

    • Author(s)
      Shogo Okada, Toyoaki Nishida
    • Publisher
      Artificial Neural Networks-ICANN 2010,LNCS
    • Related Report
      2012 Final Research Report
  • [Book] Discussion Analysis Using Temporal Data Crystallization

    • Author(s)
      Masaki Sugimoto, Takahiro Ueda, Shogo Okada, Yukio Ohsawa, Yoshiharu Maeno and Katsumi Nitta
    • Publisher
      LNCS(採録決定済)
    • Related Report
      2012 Final Research Report
  • [Book] Semi-supervised Latent Dirichlet Allocation for Multi-label Text Classification

    • Author(s)
      Youwei Lu, Shogo Okada, Katsumi Nitta
    • Total Pages
      7906
    • Publisher
      LNCS(採録決定済)
    • Related Report
      2012 Final Research Report
  • [Remarks]

    • URL

      http://www.ntt.dis.titech.ac.jp/~okada/index.html

    • Related Report
      2012 Final Research Report

URL: 

Published: 2010-08-23   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi