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A Portal Site for Intelligent Software Development by Integration of Knowledge Bases with Representation Learning Capability

Research Project

Project/Area Number 17K00498
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Learning support system
Research InstitutionKanagawa Institute of Technology

Principal Investigator

Takano Kosuke  神奈川工科大学, 情報学部, 教授 (40434419)

Project Period (FY) 2017-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2019: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2018: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2017: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords知的学習支援システム / 異種知識ベース統合 / ソフトウェア開発 / 情報検索 / 特徴表現学習 / ソースコード推薦
Outline of Final Research Achievements

This study has mainly achieved to propose element technologies for realizing a portal site for the intelligent software development: (1) an estimation method of user roles based on online technical communication activities, (2) a method for extracting developer's programming contribution based on the analysis of software performance (3) a method for source code recommendation with sequence learning of code functions, (4) a method for creating fill-in-the-blanks multiple choice questions of source code for block programming environment, and evaluate the feasibility of each proposed method by several experiments using the prototype systems.

Academic Significance and Societal Importance of the Research Achievements

本研究は,開発者のソフトウェア開発行動データに対して,開発リポジトリ上にあるソースコード解析結果を組み合わせて分析することにより,汎用性・高速性・信頼性・機能性を持ったプログラムの開発実績に基づいた開発者の特徴抽出機能を実現する点に新規性がある.また,本研究は,ソースコード検索,開発者および開発プロジェクト検索機能を備えた開発者支援システムとして適用可能なことに有用性がある.本研究による社会的意義として,ソフトウェア開発者を対象とした作業効率を向上させるためのプログラミング支援環境を提供するだけでなく,大学授業などでのグローバルな共同プログラミング教育への応用を期待することができる.

Report

(6 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (64 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (9 results) Journal Article (26 results) (of which Int'l Joint Research: 9 results,  Peer Reviewed: 25 results,  Open Access: 1 results) Presentation (26 results) (of which Int'l Joint Research: 2 results) Remarks (3 results)

  • [Int'l Joint Research] University of Victoria(カナダ)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] University of Victoria(カナダ)

    • Related Report
      2020 Research-status Report
  • [Int'l Joint Research] Chulalongkorn University(タイ)

    • Related Report
      2020 Research-status Report
  • [Int'l Joint Research] University of Vitoria(カナダ)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] Politeknik Elektronika Negeri Surabaya/Universitas Internasional Batam(インドネシア)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] Chulalongkorn University(タイ)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] University of Vitoria(カナダ)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] Politeknik Elektronika Negeri Surabaya(インドネシア)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] Chulalongkorn University(タイ)

    • Related Report
      2018 Research-status Report
  • [Journal Article] Source Code Recommendation with Sequence Learning of Code Functions2022

    • Author(s)
      Erika Saito and Kosuke Takano
    • Journal Title

      Advanced Information Networking and Applications

      Volume: 3 Pages: 314-213

    • DOI

      10.1007/978-3-030-99619-2_30

    • ISBN
      9783030996185, 9783030996192
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Recommendation Method of Health Articles Based on Association Rules for Health Terms Appeared on Web Documents and Their Application Systems2022

    • Author(s)
      Trinh Viet Thong, Kosuke Takano, and Kin Fun Li
    • Journal Title

      Advanced Information Networking and Applications

      Volume: 3 Pages: 209-219

    • DOI

      10.1007/978-3-030-99619-2_21

    • ISBN
      9783030996185, 9783030996192
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Recommendation Method for Social Media Users based on a Sentiment Analysis Model2022

    • Author(s)
      Ying HongDa and Kosuke Takano
    • Journal Title

      Proceedings of 2022 IEEE 4th Global Conference on Life Sciences and Technologies (LifeTech)

      Volume: 1 Pages: 485-488

    • DOI

      10.1109/lifetech53646.2022.9754863

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Method of Source Code Recommendation based on Prediction of Code Function for Programming Support2021

    • Author(s)
      齋藤 愛莉佳,鷹野 孝典
    • Journal Title

      JSAI Technical Report, SIG-KBS

      Volume: 123 Issue: 0 Pages: 06

    • DOI

      10.11517/jsaikbs.123.0_06

    • NAID

      130008076853

    • ISSN
      2436-4592
    • Year and Date
      2021-08-20
    • Related Report
      2021 Annual Research Report
  • [Journal Article] A Method of Expanding Photo-Based User Preference Profile for the Recommendation of Sightseeing Places2021

    • Author(s)
      Eriko Shibamoto and Kosuke Takano
    • Journal Title

      Advanced Information Networking and Applications

      Volume: 2 Pages: 54-65

    • DOI

      10.1007/978-3-030-75075-6_5

    • ISBN
      9783030750749, 9783030750756
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Color Adaptation Method in Picture Story with Emotional Expression of Body Motion2021

    • Author(s)
      Huynh Thi Kim Chi, Kosuke Takano, Kin Fun Li
    • Journal Title

      Advanced Information Networking and Applications

      Volume: 3 Pages: 625-634

    • DOI

      10.1007/978-3-030-75078-7_62

    • ISBN
      9783030750770, 9783030750787
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Food Recommender Based on Frequent Sets of Food Mining Using Image Recognition2021

    • Author(s)
      Thunchanok Tangpong, Somkiet Leanghirun, Aran Hansuebsai, Kosuke Takano
    • Journal Title

      Artificial Intelligence - Latest Advances, New Paradigms and Novel Applications

      Volume: 1 Pages: 1-14

    • DOI

      10.5772/intechopen.97186

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A Method for Content Recommendation Using User's Emotions Derived from Contents2020

    • Author(s)
      藤田 俊,鷹野 孝典
    • Journal Title

      情報処理学会論文誌

      Volume: 61 Issue: 6 Pages: 1200-1209

    • DOI

      10.20729/00204782

    • NAID

      170000181979

    • Year and Date
      2020-06-15
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] コンテンツのユーザに与える感情を考慮したコンテンツ推薦手法の検討2020

    • Author(s)
      藤田俊,鷹野孝典
    • Journal Title

      情報処理学会論文誌

      Volume: 61

    • NAID

      170000181979

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Face and Posture Recognition Model Using CNN for Adapting Different Resolution Images2020

    • Author(s)
      Hiroakik Fuma, Kosuke Takano
    • Journal Title

      Advances in Intelligent Systems and Computing: Web, Artificial Intelligence and Network Applications (WAINA 2020)

      Volume: 1150 Pages: 440-446

    • DOI

      10.1007/978-3-030-44038-1_40

    • ISBN
      9783030440374, 9783030440381
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Architecture for System Recovery Based on Solution Records on Different Servers2019

    • Author(s)
      Takayuki Kasai, Kosuke Takano
    • Journal Title

      Lecture Notes in Networks and Systems: Advances on P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC 2019)

      Volume: 96 Pages: 904-913

    • DOI

      10.1007/978-3-030-33509-0_85

    • ISBN
      9783030335083, 9783030335090
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Indexing and Finding Deep Neural Networks for Image Recognition2019

    • Author(s)
      Nailussa'adaa, Fazlur Rahman Bintang, Tri Harsono, Ali Ridho Barakbah, Kosuke Takano
    • Journal Title

      Information Modelling and Knowledge Bases XXXI (Frontiers in Artificial Intelligence and Applications)

      Volume: 321 Pages: 458-469

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Prediction of User's Special Feelings Toward Photos Based on Behaviors of Taking and Editing Photos2019

    • Author(s)
      Chalisa Kittirojrattana, Eriko Shibamoto, Chawan Koopipat, Aran Hansuebsai, Kosuke Takano
    • Journal Title

      Information Modelling and Knowledge Bases XXXI (Frontiers in Artificial Intelligence and Applications)

      Volume: 321 Pages: 470-487

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Phoneme Sequence Extraction of Learner's Pronunciation Errors for Foreign Language Learning2019

    • Author(s)
      Kohei Kamimura, Kosuke Takano
    • Journal Title

      Proceedings of 2019 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing (PACRIM2019)

      Volume: - Pages: 1-6

    • DOI

      10.1109/pacrim47961.2019.8985130

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Recommendation System of Sightseeing Places based on User's Behavior of Taking and Editing Photos2019

    • Author(s)
      Eriko Shibamoto, Chalisa Kittirojrattana, Chawan Koopipat, Aran Hansuebsai, Kosuke Takano
    • Journal Title

      Proceedings of 2019 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing (PACRIM2019)

      Volume: - Pages: 1-6

    • DOI

      10.1109/pacrim47961.2019.8985118

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Analysis of Learning Effect using a SQL Learning Support System in the Class2019

    • Author(s)
      Shun Fujita, Haruo Hayami, Kosuke Takano
    • Journal Title

      Proceedings of 2019 IEEE International Conference of Engineering, Technology and Education (TALE2019)

      Volume: -

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Data collection and Image processing of canteen food image for building a deep neutral network of food recognition2019

    • Author(s)
      Thunchanok Tangpong, Somkiet Leanghirun, Aran Hansuebsai, Kosuke Takano
    • Journal Title

      Proceedings of the 10th Asian Symposium on Printing Technology 2019 (ASPT-2019)

      Volume: -

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Detection of Facial Expression and Posture from Long-Distance Captured Images for Remote Lecture System2019

    • Author(s)
      Hiroakik Fuma, Kosuke Takano
    • Journal Title

      Proceedings of the 10th Asian Symposium on Printing Technology 2019 (ASPT-2019)

      Volume: -

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Pronunciation Error Detection in Voice Input for Correct Word Suggestion2019

    • Author(s)
      Kohei Kamimura, Kosuke Takano
    • Journal Title

      Proceedings of 2019 International Electronics Symposium (IES)

      Volume: - Pages: 490-493

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Method for Extracting Influential People for the Improvement of Contents2019

    • Author(s)
      Hayato Tsukiji, Kosuke Takano
    • Journal Title

      Web, Artificial Intelligence and Network Applications

      Volume: 927 Pages: 324-333

    • DOI

      10.1007/978-3-030-15035-8_31

    • ISBN
      9783030150341, 9783030150358
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] An Estimation Method of User Roles Based on Online Technical Communication Activities2018

    • Author(s)
      Hayato Tsukiji, Kosuke Takano
    • Journal Title

      Proceedings of the Workshops of the 32nd International Conference on Advanced Information Networking and Applications (WAINA-2018)

      Volume: 1 Pages: 181-186

    • DOI

      10.1109/waina.2018.00084

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Classification of Tennis Swing Motions Using Deep Learning2018

    • Author(s)
      Hayato Tsukiji, Huynh Chi, Kosuke Takano, Kin Fun Li
    • Journal Title

      Advances in Intelligent Systems and Computing

      Volume: 772 Pages: 1121-1128

    • DOI

      10.1007/978-3-319-93659-8_105

    • ISBN
      9783319936581, 9783319936598
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Development of an e-Coin System for Managing User's Learning Progress on Different e-Learning Applications2018

    • Author(s)
      Kohei Kamimura, Kazuki Naganuma, Kosuke Takano
    • Journal Title

      Proceedings of 2018 International Electronics Symposium on Knowledge Creation and Intelligent Computing (IES-KCIC 2018)

      Volume: 1 Pages: 248-253

    • DOI

      10.1109/kcic.2018.8628535

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Web-Based English Listening System for Learning Different Pronunciations in Various Countries2018

    • Author(s)
      Kohei Kamimura, Kosuke Takano
    • Journal Title

      The Lecture Notes on Data Engineering and Communications Technologies book series (LNDECT)

      Volume: 17 Pages: 18-28

    • DOI

      10.1007/978-3-319-75928-9_2

    • ISBN
      9783319759272, 9783319759289
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Photo Sharing Service for Recommendation of Sightseeing Places2017

    • Author(s)
      Kosuke Takano, Saengaroon Hussaya, Im-oep Nanyakorn, Eriko Shibamoto, Xing Chen
    • Journal Title

      Proceedings of the 27th International Conference on Information Modelling and Knowledge Bases (EJC2017)

      Volume: 1 Pages: 425-435

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Knowledge extraction from creators of presentation slides on a slide sharing service2017

    • Author(s)
      Hayato Tsukiji, Kosuke Takano
    • Journal Title

      Proceedings of 2017 IEEE Pacific Rim Conference on Communications, Computers and Signal Processing (PACRIM)

      Volume: 1 Pages: 1-5

    • DOI

      10.1109/pacrim.2017.8121914

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Presentation] プログラミング支援のためのコード機能推定に基づくソースコード推薦手法2022

    • Author(s)
      島岡慎也,鷹野孝典
    • Organizer
      教育情報システム学会 2021年度学生研究発表会
    • Related Report
      2021 Annual Research Report
  • [Presentation] プレゼンテーションにおけるジェスチャーに着目した英文テキストの重要箇所推定手法2021

    • Author(s)
      尹泰昌,鷹野孝典
    • Organizer
      教育情報システム学会 2020年度学生研究発表会
    • Related Report
      2020 Research-status Report
  • [Presentation] 観光地推薦のための写真を利用した ユーザ嗜好プロファイル拡張手法の検討2020

    • Author(s)
      柴本恵理子,鷹野孝典
    • Organizer
      DEIM2020 第12回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2019 Research-status Report
  • [Presentation] 写真撮影・編集行動に基づいた写真への関心度推定手法と評価2019

    • Author(s)
      柴本恵理子,Kittirojrattana Chalisa,Koopipat Chawan,Hansuebsai Aran,鷹野孝典
    • Organizer
      人工知能学会 第117回 知識ベースシステム研究会 (SIG-KBS)
    • Related Report
      2019 Research-status Report
  • [Presentation] 音素列を対象とした発音ミス検知による正解語提示手法の検討2019

    • Author(s)
      上村航平,鷹野孝典
    • Organizer
      人工知能学会 第117回 知識ベースシステム研究会 (SIG-KBS)
    • Related Report
      2019 Research-status Report
  • [Presentation] 受講生画像からの表情・姿勢推定に基づく学習状態判定機能を備えた遠隔講義システムの開発2019

    • Author(s)
      府馬央昂,鷹野孝典
    • Organizer
      教育システム情報学会(JSiSE)2019年度 第5回研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] 発話音素列に着目した学習者の発音傾向抽出手法の検討2019

    • Author(s)
      齊藤祐希,上村航平,鷹野孝典
    • Organizer
      教育システム情報学会(JSiSE)2019年度 第5回研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] チャットでの質問履歴から推定する習熟度を考慮したプログラミングヒント提示システムの開発2019

    • Author(s)
      平野翔也,鷹野孝典
    • Organizer
      教育システム情報学会(JSiSE)2019年度 第5回研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] 画像認識を目的とした複数の深層ニューラルネットワークの索引付け手法2019

    • Author(s)
      Nailussa'adaa, Fazlur Rahman Bintang, Tri Harsono, Ali Ridho Barakbah, 鷹野孝典
    • Organizer
      人工知能学会 第118回 知識ベースシステム研究会 (SIG-KBS)
    • Related Report
      2019 Research-status Report
  • [Presentation] 複数サーバ環境での解決実績に基づいたシステム障害解決支援機構の構築2019

    • Author(s)
      笠井貴之,鷹野孝典
    • Organizer
      DEIM2019 第11回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2018 Research-status Report
  • [Presentation] 外国語学習者が発音・聞き取りを苦手とする音素列の抽出手法の検討2019

    • Author(s)
      上村航平,鷹野孝典
    • Organizer
      DEIM2019 第11回データ工学と情報マネジメントに関するフォーラム
    • Related Report
      2018 Research-status Report
  • [Presentation] 観光地写真を対象とした写真撮影行動に基づく嗜好抽出手法の検討2019

    • Author(s)
      柴本恵理子,Chalisa Kittirojrattana,Chawan Koopipat,Aran Hansuebsai,鷹野孝典
    • Organizer
      情報処理学会 第81回全国大会
    • Related Report
      2018 Research-status Report
  • [Presentation] プログラミング・ロジックを考慮したソースコード推薦システムの検討2019

    • Author(s)
      重田智希,鷹野孝典
    • Organizer
      情報処理学会 第81回全国大会
    • Related Report
      2018 Research-status Report
  • [Presentation] テニス動画検索のためのスウィング動作分類の評価2019

    • Author(s)
      Huynh Chi,鷹野孝典,Kin Fun Li
    • Organizer
      情報処理学会 第81回全国大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 異種学習アプリケーションにおける学習状況管理のためのe-Coinシステムの設計・開発2018

    • Author(s)
      長沼一輝,上村航平,鷹野孝典
    • Organizer
      教育システム情報学会(JSiSE) 2018年度 第2回研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] 学習状況管理のためのe-Coinシステムの導入による複数の英語学習アプリケーションの統合2018

    • Author(s)
      上村航平,長沼一輝,鷹野孝典
    • Organizer
      教育システム情報学会(JSiSE) 2018年度 第2回研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] 仮想検証環境をともなったシステム障害解決支援機構の構築2018

    • Author(s)
      笠井貴之,鷹野孝典
    • Organizer
      電気学会 第75回 情報システム研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] コンテンツ修正に影響を与えたユーザ発言の抽出手法の検討2018

    • Author(s)
      築地勇人,鷹野孝典
    • Organizer
      電気学会 第75回 情報システム研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] Prediction of User's Special Feelings to Photo based on Behaviors of Taking and Editing photo2018

    • Author(s)
      Chalisa Kittirojrattana, Chawan Koopipat, Aran Hansuebsai, Kosuke Takano
    • Organizer
      The 9th Asian Symposium on Printing Technology (ASPT2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 未知コンテンツ推薦のための多値感情の類似度算出手法の検討2018

    • Author(s)
      藤田 俊,鷹野孝典
    • Organizer
      人工知能学会 第115回 知識ベースシステム研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] 開発プロジェクトにおけるソフトウェア性能分析に基づいた 開発者の貢献度分析2018

    • Author(s)
      笠井 貴之,鷹野 孝典
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム (DEIM Forum 2018)
    • Related Report
      2017 Research-status Report
  • [Presentation] 技術系コミュニケーションツールにおける活動履歴に基づいた ユーザ役割の抽出手法の検討2018

    • Author(s)
      築地 勇人,鷹野 孝典
    • Organizer
      第10回データ工学と情報マネジメントに関するフォーラム (DEIM Forum 2018)
    • Related Report
      2017 Research-status Report
  • [Presentation] 国や地域ごとの発音英語を活用した英語リスニング学習支援システムの設計・開発2018

    • Author(s)
      上村 航平,鷹野 孝典
    • Organizer
      情報処理学会 コンピュータと教育研究会 143回研究発表会
    • Related Report
      2017 Research-status Report
  • [Presentation] 時系列画像集合の類似度に基づいた外観変化の検知手法の検討2017

    • Author(s)
      松岡 未紗,鷹野 孝典
    • Organizer
      第112回 知識ベースシステム研究会 (SIG-KBS)
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  • [Presentation] 写真撮影・閲覧行動に基づいた観光地推薦システムの検討2017

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      柴本 恵理子,Saengaroon Hussaya,Im-Oep Nanyakorn,鷹野 孝典
    • Organizer
      マルチメディア,分散,協調とモバイル(DICOMO2017)シンポジウム
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  • [Presentation] Cross-Cultural Analysis of Food Images in Advertising between Thailand and Japan2017

    • Author(s)
      Srikaew Tippayalak, Turakitwong Krittima, Hayato Tsukiji, Kohei Kamimura, Kosuke Takano, Aran Hansuebsai
    • Organizer
      The Asian Symposium on Printing Technology (ASPT2017)
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    • URL

      http://dolphin.mkm.ic.kanagawa-it.ac.jp

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    • URL

      http://www.mkm.ic.kanagawa-it.ac.jp

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Published: 2017-04-28   Modified: 2023-01-30  

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