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Development of a method to detect cyber-bullying entries based on reputation, emotion and ethics

Research Project

Project/Area Number 24600001
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field 子ども学(子ども環境学)
Research InstitutionKitami Institute of Technology

Principal Investigator

MASUI Fumito  北見工業大学, 工学部, 准教授 (80324549)

Co-Investigator(Kenkyū-buntansha) RZEPLA Rafal  北海道大学, 大学院情報科学研究科, 助教 (80396316)
KIMURA Yasutomo  小樽商科大学, 商学部, 准教授 (50400073)
PTASZYNSKI Michal  北見工業大学, 工学部, 助教 (60711504)
Research Collaborator ARAKI Kenji  北海道大学, 大学院情報科学研究科, 教授 (50202742)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords有害表現 / 世評 / 感情情報 / 倫理判断 / ねっと上のいじめ / 学校非公式サイト / ネットパトロール / 関連度 / 有害表現抽出 / 世評表現 / 有害情報抽出 / 世評情報 / ブログデータ / 倫理情報 / 有害情報検出
Outline of Final Research Achievements

This research focuses on factors such as reputation, emotion, and ethics to realize a new method to detect cyber-bullying entries in unofficial school internet board.
On the basis of each factor, we designed modules to calculate harmful polarity. We conducted experiments for evaluation of our implemented modules with a test dataset based on harmful entries gathered from the internet. The results said that reputation and ethics are effective to calculate harmful polarity value although emotion has no correlation with harmful polarity.
On the whole, our method performs enough to reduce the load of net-patrol.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (16 results)

All 2014 2013

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (14 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Society as a Life Teacher - Automatic Recognition of Instincts Underneath Human Actions by Using Blog Corpus2013

    • Author(s)
      Rafal Rzepka and Kenji Araki
    • Journal Title

      Computer Science, Social Informatics

      Volume: Volume 8238 2013 Pages: 370-376

    • DOI

      10.1007/978-3-319-03260-3_32

    • ISBN
      9783319032597, 9783319032603
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Explaining Japanese Onomatopeia in Chinese Using Translated Paraphrases2014

    • Author(s)
      Luo Wen, Fumito Masui, Michal Ptaszynski
    • Organizer
      International Workshop on Modern Science and Technology (IWMST2014)
    • Place of Presentation
      Wu Han, China
    • Year and Date
      2014-10-30 – 2014-10-31
    • Related Report
      2014 Annual Research Report
  • [Presentation] SPASS: A Scientific Paper Writing Support System2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui
    • Organizer
      The Third International Conference on Informatics Engineering and Information Science (ICIEIS2014)
    • Place of Presentation
      Lods, Poland
    • Year and Date
      2014-09-22 – 2014-09-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] Detecting emotive sentences with pattern-based language modeling2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui, Rafal Rzepka, Kenji Araki
    • Organizer
      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] Emotive or Non-emotive: That is The Question2014

    • Author(s)
      Michal Ptaszynski, Fumito Masui, Rafal Rzepka and Kenji Araki
    • Organizer
      ACL / the 5th Workshop on Computational Approaches to Subjectivity
    • Place of Presentation
      Baltimore USA
    • Year and Date
      2014-06-27 – 2014-06-28
    • Related Report
      2014 Annual Research Report
  • [Presentation] Macroanalysis of Microblogs: An Empirical Study of Communication Strategies on Twitter2014

    • Author(s)
      Yuuto Fukushima, Fumito Masui, Michal Ptaszynski, Yoko Nakajima, Keisuke Watanabe, Ryotaro Kawaishi, Taisei Nitta and Ryoya Sato
    • Organizer
      AAAI2014 Spring Symposum on Big Data Becomes Personal: Knowledge into Meaning
    • Place of Presentation
      Stanford, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Experience of Crowds as a Guarantee for Safe Artificial Self2014

    • Author(s)
      Rafal Rzepka and Kenji Araki
    • Organizer
      AAAI Spring Symposium on Implementing Selves with Safe Motivational Systems & Self-Improvement
    • Place of Presentation
      Stanford, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] 表層的言語情報から読みとれる直接性に着目したツイートログの分類2014

    • Author(s)
      福島裕斗, 桝井文人, Ptaszynski Michal, 中島陽子, 渡辺桂祐, 河石良太郎, 新田大征, 佐藤亮弥
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      松山市
    • Related Report
      2013 Research-status Report
  • [Presentation] カテゴリ別関連度最大化手法に基づく学校非公式サイトの有害書込み検出2013

    • Author(s)
      新田大征, 桝井文人, Ptaszynski Michal, 木村泰知, Rzepka Rafal, 荒木健治
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山市
    • Related Report
      2013 Research-status Report
  • [Presentation] SNSからの1次情報抽出に向けた表層的言語情報の分析2013

    • Author(s)
      福島裕斗, 桝井文人, Ptaszynski Michal, 中島陽子, 渡辺桂祐, 河石良太郎, 新田大征, 佐藤亮弥
    • Organizer
      情報処理北海道シンポジウム2013
    • Place of Presentation
      室蘭市
    • Related Report
      2013 Research-status Report
  • [Presentation] Cyberbullying Detection Based on Category Relevance Maximization2013

    • Author(s)
      Taisei Nitta, Fumito Masui, Michal Ptaszynski, Yasutomo Kimura, Rafal Rzepka, Kenji Araki
    • Organizer
      Language Processing and Intelligent Information Systems 2013(LP&IIS'13)
    • Place of Presentation
      Warsaw, Poland
    • Related Report
      2013 Research-status Report
  • [Presentation] Detecting Cyberbullying Entries on Informal School Websites Based on Category Relevance Maximization2013

    • Author(s)
      Taisei Nitta, Fumito Masui, Michal Ptaszynski, Yasutomo Kimura, Rafal Rzepka, Kenji Araki
    • Organizer
      International Joint Conference on Natural Language Processing(IJCNLP2013)
    • Place of Presentation
      Nagoya, Japan
    • Related Report
      2013 Research-status Report
  • [Presentation] Possible Usage of Sentiment Analysis for Calculating Vectors of Felific Calculus2013

    • Author(s)
      Rafal Rzepka and Kenji Araki
    • Organizer
      IEEE 13th International Conference on Data Mining Workshop “SENTIRE”
    • Place of Presentation
      Dallas, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] カテゴリ別関連度最大化手法に基づく学校非公式サイトの有害書込み検出2013

    • Author(s)
      新田大征,桝井文人,Ptaszynski Michal,木村泰知,Rzepka Rafal,荒木健治
    • Organizer
      2013年度人工知能学会全国大会(第27回)
    • Place of Presentation
      富山市
    • Related Report
      2012 Research-status Report
  • [Presentation] Cyberbullying Detection Based on Category Relevance Maximization2013

    • Author(s)
      Taisei Nitta, Fumito Masui, MIchal Ptaszynski, Yasutomo Kimura, Rafal Rzepka and Kenji Araki
    • Organizer
      International Conference Language Processing and Intelligent Information Systems (LP&IIS'13)
    • Place of Presentation
      Warsaw, Poland
    • Related Report
      2012 Research-status Report
  • [Patent(Industrial Property Rights)] インターネット上の有害書き込み検出装置及び方法2013

    • Inventor(s)
      桝井文人,ミハウ・プタシンスキ,新田大征
    • Industrial Property Rights Holder
      桝井文人,ミハウ・プタシンスキ,新田大征
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2013-245813
    • Filing Date
      2013-11-28
    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2023-03-16  

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