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Development of affective engine for lyrics retrieval toward listening context

Research Project

Project/Area Number 16K21482
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Multimedia database
Entertainment and game informatics 1
Research InstitutionKansai University (2020)
Ritsumeikan University (2016-2019)

Principal Investigator

YAMANISHI Ryosuke  関西大学, 総合情報学部, 准教授 (50700522)

Project Period (FY) 2016-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2019: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords歌詞検索 / 言語処理 / 音楽情報処理 / クロスドメイン検索 / コンテクストアウェア推薦 / 情報推薦 / 情報抽出 / 単語重要度 / 歌詞の検索 / 感性 / 歌詞 / 情報検索 / 感性情報学 / ソフトコンピューティング
Outline of Final Research Achievements

This research has developed an affective lyrics retrieval system complying with contextual queries focusing on linguistic aspect of music. Thorough the research, findings to cover characteristic features in lyrics and methods to analyze and represent the contextual queries have been revealed.
Based on such achievement, a lyrics retrieval system complying with affection toward tourist spot has been developed as a typical application of lyrics retrieval. In the proposed system, the reviews have been assumed as pseudo lyrics as those were modeled by the word-embedding model which learned lyrics corpus. Moreover, as reviews and lyrics were pre-processed according to characteristic features of lyrics, the usability of the proposed system has been improved.

Academic Significance and Societal Importance of the Research Achievements

本研究成果によって,音楽の言語的側面である歌詞についての言語的特徴が明らかになった.またコンテキスト分析に関わる基礎的な知見と技術を明らかにした.これらの知見や技術は歌詞の検索のみならず,英語教育やストーリー性をもったテキスト情報の分析にも応用可能である.
構築した歌詞検索システムのプロトタイプの評価では,異なるドメインの文書を横断的に検索するうえで,文書ドメインごとの特徴を明示的に取り入れることでの検索結果の有用性向上についての知見も得られた.

Report

(6 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (25 results)

All 2020 2019 2018 2017 2016 Other

All Int'l Joint Research (2 results) Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (20 results) (of which Int'l Joint Research: 9 results,  Invited: 1 results) Remarks (1 results)

  • [Int'l Joint Research] University of British Columbia(Canada)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] UBC(Canada)

    • Related Report
      2016 Research-status Report
  • [Journal Article] 時系列深層学習に基づく難易度間関係モデルを用いたダンスゲーム譜面難易度の自動調整2018

    • Author(s)
      辻野雄大,山西良典,西原陽子,福本淳一
    • Journal Title

      情報処理学会論文誌

      Volume: 59 Pages: 1953-1964

    • NAID

      170000149878

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] 空耳フレーズを用いた外国語発音教育に向けた一検討2018

    • Author(s)
      羽鹿 諒 ,山西 良典,ジェレミー ワイト
    • Journal Title

      情報処理学会論文誌

      Volume: 59 Pages: 246-255

    • NAID

      170000149185

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Presentation] A Cross Domain Lyrics Recommendation from Tourist Spots Reviews with Distributed Representation of Words2020

    • Author(s)
      Yihong Han, Ryosuke Yamanishi, Yoko Nishihara, Kenta Oku
    • Organizer
      The Thirteenth International Conference on Advances in Computer-Human Interactions 2020,
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Music Retrieval Focusing on Lyrics with Summary of Tourist-spot Reviews Based on Shared Word-vectors2020

    • Author(s)
      Yihong Han, Ryosuke Yamanishi, Yoko Nishihara
    • Organizer
      The International Conference on Technologies and Applications of Artificial Intelligence 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 単語分散表現を用いた観光地レビューからのクロスドメイン歌詞検索2019

    • Author(s)
      韓毅弘,山西良典,西原陽子,奥健太
    • Organizer
      第15回ARG Webインテリジェンスとインタラクション研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] ワクワクとネタバレの違い -映像コンテンツにおける予告と本編で用いられるシーン時系列の比較分析-2019

    • Author(s)
      金田 大地,山西 良典,森 晴菜,西原 陽子
    • Organizer
      第14回ARG Webインテリジェンスとインタラクション研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] 物語内の人物と場所情報の時系列可視化による読書支援2019

    • Author(s)
      MA Jiaxiu,西原陽子,山西良典
    • Organizer
      インタラクティブ情報アクセスと可視化マイニング研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] Diverse Opinions Extraction from Web Reviews Based on Word Frequency Distribution for Each Evaluation Value2019

    • Author(s)
      Ayaka Kodaira, Ryosuke Yamanishi, Yoko Nishihara
    • Organizer
      International Conference on Data Mining and Applications 2019
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 物理的特徴からの音楽印象推定における日中比較2019

    • Author(s)
      邸 寵如,新妻 雅弘,井本 桂右,山西 良典,山下 洋一
    • Organizer
      日本音響学会2019年春季研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] Detection of Words Accepted to Dynamic Abstracts Focusing on Local Variation of Word Frequency2018

    • Author(s)
      Haruna Mori, Ryosuke Yamanishi, Yoko Nishihara
    • Organizer
      the 22th International Conference on Knowledge Based and Intelligent Information and Engineering Systems
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Dance Dance Gradation: a generation of fine-tuned dance charts2018

    • Author(s)
      Yudai Tsujino and Ryosuke Yamanishi
    • Organizer
      IFIP International Conference on Entertainment Computing 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 評価値毎の単語頻度分布に基づくレビューからの多様な意見文の抽出2018

    • Author(s)
      小平 綾香,山西 良典,西原 陽子
    • Organizer
      第13回ARG Webインテリジェンスとインタラクション研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] Affective Multimedia-Science for Content-Oriented Research2018

    • Author(s)
      Ryosuke Yamanishi
    • Organizer
      the 4th International Symposium on Affective Science and Engineering
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Relationship Between Features of Reading Behaviors and Dynamic Abstract of Novel2018

    • Author(s)
      Haruna Mori, Ryosuke Yamanishi, Yoko Nishihara, Junichi Fukumoto
    • Organizer
      International Conference on Data Mining and Applications 2018
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 単語分散表現を用いた単語・フレーズ・楽曲を横断する探索的歌詞検索システム2017

    • Author(s)
      古屋 翔大,木村 和哉.山西 良典.西原 陽子, 奥 健太
    • Organizer
      ARG 第11回Webインテリジェンスとインタラクション研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 機能語を次元とするベクトル空間への射影によるコーパス間での単語コンテキスト差異の検出指標2017

    • Author(s)
      木村 和哉,山西 良典,西原 陽子
    • Organizer
      ARG 第11回Webインテリジェンスとインタラクション研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 小説の読書行動と逐次的なあらすじの特徴との関連の分析2017

    • Author(s)
      森 晴菜,山西 良典,西原 陽子,福本 淳一
    • Organizer
      ARG 第11回Webインテリジェンスとインタラクション研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 時系列深層学習に基づく難易度間関係モデルを用いたダンスゲーム譜面難易度の自動調整2017

    • Author(s)
      辻野 雄大, 山西 良典, 西原 陽子, 福本 淳一
    • Organizer
      第46回 情報処理学会 エンタテインメントコンピューティング研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] The Difference of Word Importance before and after Bookmark for Novel Abstract in Each Reading Progress2017

    • Author(s)
      Haruna Mori, Ryosuke Yamanishi, Yoko Nishihara, Junichi Fukumoto
    • Organizer
      the 21th International Conference on Knowledge Based and Intelligent Information and Engineering Systems
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] しおりの前後での単語重要度の増加率を用いた小説の既読部分からのあらすじ生成2016

    • Author(s)
      森 晴菜,山西 良典,西原 陽子,福本 淳一
    • Organizer
      第9回ARG Webインテリジェンスとインタラクション研究会
    • Place of Presentation
      リクルート本社(東京都,千代田区)
    • Year and Date
      2016-12-03
    • Related Report
      2016 Research-status Report
  • [Presentation] 洋楽歌詞からの空耳フレーズ自動生成に向けた一検討2016

    • Author(s)
      羽鹿 諒, 山西 良典, Jeremy S. White
    • Organizer
      エンターテイメントコンピューティング2016
    • Place of Presentation
      相愛大学(大阪府,大阪市)
    • Year and Date
      2016-11-13
    • Related Report
      2016 Research-status Report
  • [Presentation] A Framework to Collect Japanese Expression for Food Taste and Texture2016

    • Author(s)
      Naoki Shino, Ryosuke Yamanishi, Yoko Nishihara, Junichi Fukumoto
    • Organizer
      the 20th International Conference on Knowledge Based and Intelligent Information and Engineering Systems
    • Place of Presentation
      Park Inn by Radisson, City Centre, York, UK
    • Year and Date
      2016-09-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Remarks] 歌詞にもとづく音楽検索

    • URL

      https://ccca-lab.net/project#proj-music

    • Related Report
      2020 Annual Research Report

URL: 

Published: 2016-04-21   Modified: 2022-01-27  

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