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Construction of a slang sensitivity dictionary by fusion of invariant information and variable information

Research Project

Project/Area Number 15K16077
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Kansei informatics
Research InstitutionThe University of Tokushima

Principal Investigator

MATSUMOTO Kazuyuki  徳島大学, 大学院社会産業理工学研究部(理工学域), 助教 (90509754)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2018: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords日本語俗語 / トピック分析 / 感性分析 / ソーシャルメディア / コーパス / 標準語変換 / 時系列分析 / 自然言語処理 / 感性情報処理 / 俗語分析 / 非言語表現 / 俗語辞書 / 大規模コーパス / Twitter / ネット炎上 / 感性解析 / 分散表現 / 俗語 / 感性特徴 / トピックモデリング / ツイッター分析 / 時系列変化
Outline of Final Research Achievements

In this study, we collected Japanese slang words currently used in Japan from the dictionaries etc., and constructed a large-scale slang corpus by collecting examples on microblogs such as Twitter. By using this corpus, we created a topic model from the peripheral context of slang words, etc., and a slang sensitivity dictionary automatically by analyzing changes in topics and sensibility (negative / positive etc.) of usage of slang words. In addition, with regard to words called Internet slang, we conducted a sensitivity evaluation questionnaire for subjects in their 20s targeting multiple sensitivity axes. Based on this result, we proposed a method converting slang into standard word that can reflect intention more accurately than in the case of considering only semantic elements by considering sensuous elements.

Academic Significance and Societal Importance of the Research Achievements

本研究成果により、従来は形態素解析の辞書など自然言語処理ツールでは解析対象とされにくかった俗語に対して感性と意味の両方の側面から分析し、標準語との相互変換が可能になった。この手法を用いることにより、たとえば、インターネット上の多種多様で膨大な意見集合から自動要約技術などにより意見を集約する際に、俗語を用いた発言の意図を意味と感性の両方を考慮して適切に解釈することが可能となる。また、俗語は、時間経過とともに新たな意味が付与されるため、本研究成果であるSNS上の発言からトピック変化や意味、感性の変化を分析する手法により、俗語辞書を構築すれば国語資料としても有用となることが期待される。

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (51 results)

All 2019 2018 2017 2016 2015

All Journal Article (16 results) (of which Peer Reviewed: 16 results,  Open Access: 9 results,  Acknowledgement Compliant: 5 results) Presentation (35 results) (of which Int'l Joint Research: 19 results)

  • [Journal Article] Emotion Recognition for Japanese Short Sentences Including Slangs Based on Bag of Concepts Feature Trained by Large Web Text2019

    • Author(s)
      Kazuyuki Matsumoto, Minoru Yoshida, Kenji Kita
    • Journal Title

      Current Analysis on Instrumentation and Control

      Volume: 2 Pages: 9-18

    • NAID

      120006623628

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Slang Feature Extraction by Analyzing Topic Change on Social Media2019

    • Author(s)
      Kazuyuki Matsumoto, Fuji Ren, Masaya Matsuoka, Minoru Yoshida and Kenji Kita
    • Journal Title

      CAAI Transactions on Intelligence Technology

      Volume: 4 Issue: 1 Pages: 64-71

    • DOI

      10.1049/trit.2018.1060

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Intimacy Estimation of the Characters in Drama Scenario2018

    • Author(s)
      松本 和幸, 秋田 恭佑, 任 福継, 吉田 稔, 北 研二
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 30 Issue: 3 Pages: 591-604

    • DOI

      10.3156/jsoft.30.3_591

    • NAID

      130007397217

    • ISSN
      1347-7986, 1881-7203
    • Year and Date
      2018-06-15
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ASCII Art Classification based on Deep Neural Networks Using Image Feature of Characters2018

    • Author(s)
      Kazuyuki Matsumoto, Akira Fujisawa, Minoru Yoshida
    • Journal Title

      Journal of Software

      Volume: 13 Issue: 10 Pages: 559-572

    • DOI

      10.17706/jsw.13.10.559-572

    • NAID

      120006627853

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Emotion Estimation Adapted to Gender of User Based on Deep Neural Networks2018

    • Author(s)
      Fujino Naoya, Kazuyuki Matsumoto, Minoru Yoshida and Kenji Kita
    • Journal Title

      International Journal of Advanced Intelligence

      Volume: 10 Pages: 121-133

    • NAID

      120006627855

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Index Generation of BGM Video Based on Distinctive Comments2018

    • Author(s)
      Fukuda Hirokimi, Kazuyuki Matsumoto, Minoru Yoshida and Kenji Kita
    • Journal Title

      International Journal of Advanced Intelligence

      Volume: 10 Pages: 113-119

    • NAID

      120006627854

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Flame Prediction Based on Harmful Expression Judgement Using Distributed Representation2018

    • Author(s)
      Kazuyuki Matsumoto, Seiji Tsuchiya, Miyake Takeshi, Minoru Yoshida and Kenji Kita
    • Journal Title

      International Journal of Technology and Engineering Studies

      Volume: 4 Issue: 1 Pages: 7-15

    • DOI

      10.20469/ijtes.4.10002-1

    • NAID

      120006627856

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Emotion Recognition of Emoticons Based on Character Embedding2017

    • Author(s)
      Kazuyuki Matsumoto, Akira Fujisawa, Minoru Yoshida, Kenji Kita
    • Journal Title

      Journal of Software

      Volume: 12 Issue: 11 Pages: 849-859

    • DOI

      10.17706/jsw.12.11.849-857

    • NAID

      120006765078

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Ego-state Estimation from Short Texts Based on Sentence Distributed Representation2017

    • Author(s)
      Kazuyuki Matsumoto, Satoshi Tanaka, Minoru Yoshida, Kenji Kita, Fuji Ren
    • Journal Title

      International Journal of Advanced Intelligence

      Volume: 9 Pages: 145-161

    • NAID

      120006650107

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Time-Series Analysis of Video Comments on Social Media2017

    • Author(s)
      Kazuyuki Matsumoto, Hayato Shimizu, Minoru Yoshida, Kenji Kita
    • Journal Title

      Sociolinguistics - Interdisciplinary Perspectives

      Volume: 8 Pages: 105-123

    • DOI

      10.5772/intechopen.68636

    • ISBN
      9789535133339, 9789535133346
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Review Score Estimation Based on Transfer Learning of Different Media Review Data2017

    • Author(s)
      Kazuyuki Matsumoto, Fuji Ren, Minoru Yoshida, Kenji Kita
    • Journal Title

      International Journal of Advanced Intelligence

      Volume: 9 Pages: 541-555

    • NAID

      120006627857

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] 感性を考慮した日本語俗語の標準語変換2017

    • Author(s)
      松本和幸、土屋誠司、芋野美紗子、吉田稔、北研二
    • Journal Title

      人工知能学会論文誌

      Volume: 32 Pages: 1-12

    • NAID

      130005290697

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Refinement by Filtering Translation Candidates and Similarity Based Approach to Expand Emotion Tagged Corpus2017

    • Author(s)
      Kazuyuki Matsumoto, Fuji Ren, Minoru Yoshida and Kenji Kita
    • Journal Title

      Communications in Computer and Information Science

      Volume: 631 Pages: 260-280

    • DOI

      10.1007/978-3-319-52758-1_15

    • ISBN
      9783319527574, 9783319527581
    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Slang Analysis Based on Variant Information Extraction Focusing on the Time Series Topics2016

    • Author(s)
      Kazuyuki Matsumoto, Minoru Yoshida, Seiji Tsuchiya, Kenji Kita and Fuji Ren
    • Journal Title

      International Journal of Advanced Intelligence

      Volume: 8 Pages: 84-98

    • NAID

      120006765074

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Slang Analysis Based on Variant Information Extraction Focusing on the Time Series Topics2016

    • Author(s)
      Kazuyuki Matsumoto, Minoru Yoshida, Seiji Tsuchiya, Kenji Kita and Fuji Ren
    • Journal Title

      International Journal of Advanced Intelligence (IJAI)

      Volume: 8 Pages: 84-98

    • NAID

      120006765074

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Semi-automatic Creation of Youth Slang Corpus and Its Application to Affective Computing2015

    • Author(s)
      Fuji Ren and Kazuyuki Matsumoto
    • Journal Title

      IEEE Transactions on Affective Computing

      Volume: 99 Issue: 2 Pages: 1-16

    • DOI

      10.1109/taffc.2015.2457915

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Word Mover's Distanceを用いたコーパス拡張による感情推定精度向上の検討2019

    • Author(s)
      藤野 尚也, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      言語処理学会第25回年次大会(NLP2019)
    • Related Report
      2018 Annual Research Report
  • [Presentation] リプライを用いたバズツイートの分類2019

    • Author(s)
      羽田 優太, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      言語処理学会第25回年次大会(NLP2019)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Lyric Emotion Estimation Using Word Embedding Learned from Lyric Corpus2018

    • Author(s)
      Kazuyuki Matsumoto and Manabu Sasayama
    • Organizer
      4th IEEE International Conference on Computer and Communications
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ASCII Art Category Classification based on Deep Convolutional Neural Networks2018

    • Author(s)
      Akira Fujisawa, Kazuyuki Matsumoto, Ohta Kazuki, Minoru Yoshida and Kenji Kita
    • Organizer
      5th IEEE International Conference on Cloud Computing and Intelligence Systems (CCIS)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Transfer Learning Based on Utterance Emotion Corpus for Lyric Emotion Estimation2018

    • Author(s)
      Kazuyuki Matsumoto, Manabu Sasayama, Minoru Yoshida, Kenji Kita and Fuji Ren
    • Organizer
      5th IEEE International Conference on Cloud Computing and Intelligence Systems (CCIS)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 深層畳み込みニューラルネットワークによるアスキーアートの分類2018

    • Author(s)
      太田 万稀, 松本 和幸, 藤澤 日明, 吉田 稔, 北 研二
    • Organizer
      平成30 年度電気関係学会四国支部連合大会 講演論文集
    • Related Report
      2018 Annual Research Report
  • [Presentation] Classification of Emoji Categories from Tweet Based on Deep Neural Networks2018

    • Author(s)
      Kazuyuki Matsumoto, Minoru Yoshida and Kenji Kita
    • Organizer
      2nd International Conference on Natural Language Processing and Information Retrieval (NLPIR2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] アスキーアート分類手法の比較検討2018

    • Author(s)
      松本 和幸, 藤澤 日明, 吉田 稔, 北 研二
    • Organizer
      第32回人工知能学会全国大会講演論文集
    • Related Report
      2018 Annual Research Report
  • [Presentation] 絵文字を手がかりとした俗語感情コーパスの拡張2018

    • Author(s)
      松本 和幸, 任 福継, 吉田 稔, 北 研二
    • Organizer
      言語処理学会 第24回年次大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Review Score Estimation Based on Transfer Learning of Different Media Review Data2017

    • Author(s)
      Kazuyuki Matsumoto, Fuji Ren, Minoru Yoshida, Kenji Kita
    • Organizer
      The 12th International Conference on Natural Language Processing and Knowledge Engineering(NLP-KE'17)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Index Generation of BGM Video Based on Distinctive Comments2017

    • Author(s)
      Hirokimi Fukuda, Kazuyuki Matsumoto, Minoru Yoshida, Kenji Kita
    • Organizer
      The 12th International Conference on Natural Language Processing and Knowledge Engineering(NLP-KE'17)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Emotion Estimation Adapted to Gender of User Based on Deep Neural Networks2017

    • Author(s)
      Naoya Fujino, Kazuyuki Matsumoto, Minoru Yoshida, Kenji Kita
    • Organizer
      The 12th International Conference on Natural Language Processing and Knowledge Engineering(NLP-KE'17)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Facial Expression Classification Based on Shape Feature of Emoticons2017

    • Author(s)
      Akira Fujisawa, Kazuyuki Matsumoto, Minoru Yoshida, Kenji Kita
    • Organizer
      1st International Conference on Machine Learning and Data Engineering (iCMLDE2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Gender Estimation from Facial Images by Deep Neural Network2017

    • Author(s)
      Takeshi Kusumoto, Kazuyuki Matsumoto, Minoru Yoshida, Kenji Kita
    • Organizer
      Annual Conference on Engineering and Applied Science(ACEAT2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Emotion Recognition of Emoticon Based on Character Embedding2017

    • Author(s)
      Kazuyuki Matsumoto, Akira Fujisawa, Minoru Yoshida, Kenji Kita
    • Organizer
      9th International Conference on Software Technology and Engineering (ICSTE2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Flame Prediction Based on Harmful Expression Judgement Using Distributed Representation2017

    • Author(s)
      Kazuyuki Matsumoto, Takeshi Miyake, Seiji Tsuchiya, Minoru Yoshida, Kenji Kita
    • Organizer
      Engineering & Technology, Computer, Basic and Applied Sciences (ECBA-2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] ユーザの性別と感情表出傾向との関連2017

    • Author(s)
      藤野 尚也, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第31回人工知能学会全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 楽曲に特徴的なコメントに基づく作業用BGMからのインデックス作成2017

    • Author(s)
      福田 寛公, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第31回人工知能学会全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 画像特徴量を用いた大型アスキーアートの分類手法の提案2017

    • Author(s)
      藤澤 日明, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第31回人工知能学会全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 分散表現を用いた有害表現判別に基づく炎上予測2017

    • Author(s)
      三宅 剛史, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      人工知能学会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(第15回)
    • Place of Presentation
      東京大学(東京都目黒区)
    • Related Report
      2016 Research-status Report
  • [Presentation] Twitterユーザの属性別感情推定の検討2016

    • Author(s)
      岩朝 史展, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      言語処理学会第22回年次大会
    • Place of Presentation
      東北大学・川内北キャンパス(宮城県・仙台市)
    • Year and Date
      2016-03-07
    • Related Report
      2015 Research-status Report
  • [Presentation] トピック変動の分析による俗語の特徴抽出2016

    • Author(s)
      松岡 雅也, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第225回情報処理学会自然言語処理研究会
    • Place of Presentation
      株式会社ミクシィ・住友不動産渋谷ファーストタワー(東京都・渋谷区)
    • Year and Date
      2016-01-22
    • Related Report
      2015 Research-status Report
  • [Presentation] Ego-state Estimation from Short Texts Based on Sentence Distributed Representation2016

    • Author(s)
      Kazuyuki Matsumoto, Tanaka Satoshi, Minoru Yoshida, Kenji Kita and Fuji Ren
    • Organizer
      The 11th International Conference on Natural Language Processing and Knowledge Engineering (NLP-KE'16)
    • Place of Presentation
      沖縄市町村自治会館(沖縄県沖縄市)
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Effect of Users Attribute on Emotion Estimation from Twitter2016

    • Author(s)
      Kazuyuki Matsumoto, Minoru Yoshida, Kenji Kita, Yunong Wu and Iwasa Fumihiro
    • Organizer
      the 2nd IEEE International Conference on Computer and Communications
    • Place of Presentation
      Chengdu, China
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Judgment of Slang Based on Character Feature and Feature Expression Based on Slangs Context Feature2016

    • Author(s)
      Kazuyuki Matsumoto, Seiji Tsuchiya, Minoru Yoshida and Kenji Kita
    • Organizer
      International Conference on Soft Computing in Data Science 2016
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 情報推薦のための Twitter ユーザの性格分析手法2016

    • Author(s)
      田中 聡, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      人工知能学会全国大会2016
    • Place of Presentation
      北九州国際会議場(福岡県北九州市)
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Slang Analysis Based on Variant Information Extraction Focusing on the Time Series Topics2015

    • Author(s)
      Kazuyuki Matsumoto, Minoru Yoshida, Seiji Tsuchiya, Kenji Kita and Fuji Ren
    • Organizer
      the 10th International Conference on Natural Language Processing and Knowledge Engineering
    • Place of Presentation
      北海道札幌市産業振興センター(北海道・札幌市)
    • Year and Date
      2015-10-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Sensibility Estimation Method for Youth Slang by Using Sensibility Co-occurrence Feature Vector Obtained from Microblog2015

    • Author(s)
      Kazuyuki Matsumoto, MInoru Yoshida and Kenji Kita
    • Organizer
      Proceedings of the 2015 IEEE International Conference on Computer and Communications (ICCC2015)
    • Place of Presentation
      中華人民共和国・成都市
    • Year and Date
      2015-10-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimate the Intimacy of the Characters Based on Their Emotional States for Application to Non-Task Dialogue2015

    • Author(s)
      Kazuyuki Matsumoto, Kyosuke Akita, Minoru Yoshida, Kenji Kita and Fuji Ren
    • Organizer
      6th International Conference on Affective Computing and Intelligent Interaction (ACII2015)
    • Place of Presentation
      中華人民共和国・西安
    • Year and Date
      2015-09-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 分割誤りに頑健な新語のカテゴリ分類2015

    • Author(s)
      山田 達史, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第14回情報科学技術フォーラム
    • Place of Presentation
      愛媛大学・城北キャンパス(愛媛県・松山市)
    • Year and Date
      2015-09-15
    • Related Report
      2015 Research-status Report
  • [Presentation] 掲示板における炎上分析のためのノイズ除去手法2015

    • Author(s)
      前川 和輝, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第14回情報科学技術フォーラム
    • Place of Presentation
      愛媛大学・城北キャンパス(愛媛県・松山市)
    • Year and Date
      2015-09-15
    • Related Report
      2015 Research-status Report
  • [Presentation] 影響力の範囲を考慮したTwitter における影響力推定手法2015

    • Author(s)
      岡本 拓馬, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第14回情報科学技術フォーラム
    • Place of Presentation
      愛媛大学・城北キャンパス(愛媛県・松山市)
    • Year and Date
      2015-09-15
    • Related Report
      2015 Research-status Report
  • [Presentation] ニコニコ動画におけるコメント分布の相関に着目した不正動画検出2015

    • Author(s)
      清水 隼人, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      第14回情報科学技術フォーラム
    • Place of Presentation
      愛媛大学・城北キャンパス(愛媛県・松山市)
    • Year and Date
      2015-09-15
    • Related Report
      2015 Research-status Report
  • [Presentation] Emotion Recognition for Sentences with Unknown Expressions based on Semantic Similarity by Using Bag of Concepts2015

    • Author(s)
      Kazuyuki Matsumoto, Minoru Yoshida, Qingmei Xiao, Luo Xin and Kenji Kita
    • Organizer
      Proceedings of the 12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'15)
    • Place of Presentation
      中華人民共和国・張家界
    • Year and Date
      2015-08-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] ニコニコ動画におけるコメント分布の時間に基づく相関に着目した動画の不正検出2015

    • Author(s)
      清水 隼人, 松本 和幸, 吉田 稔, 北 研二
    • Organizer
      データ工学研究会(DE)
    • Place of Presentation
      奈良市東大寺総合文化センター(奈良県・奈良市)
    • Year and Date
      2015-08-05
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2020-03-30  

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