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A Software Component Recommendation System Based on Development Context

Research Project

Project/Area Number 17300007
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Software
Research InstitutionNara Institute of Science and Technology

Principal Investigator

MATSUMOTO Kenichi  Nara Institute of Science and Technology, Graduate School of Infonnation Science, Professor (70219492)

Co-Investigator(Kenkyū-buntansha) MONDEN Akito  Nara Institute of Science and Technology, Graduate School of Infonnation Science, Associate Professor (80311786)
NAKAMURA Masahide  Kobe University, Graduate School of Engineering, Associate Professor (30324859)
OHIRA Masao  Nara Institute of Science and Technology, Graduate School of Infomtation Science, Assistant Professor (70379600)
Project Period (FY) 2005 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥15,750,000 (Direct Cost: ¥14,700,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2007: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2006: ¥7,500,000 (Direct Cost: ¥7,500,000)
Fiscal Year 2005: ¥3,700,000 (Direct Cost: ¥3,700,000)
Keywordsbirthmark / collaborative filtering / visualization of associations / software reuse / software development support / software metrics / open source software / ソフトウェアメトリクス
Research Abstract

In modern software development, many of software products are built by combining existing software components and coding only minimal required features. However, selecting necessary components from a number of components is not easy. For instance, Java 2 SDK Standard Edition (J2SE) Version 1.41_02 is widely used by software developers and provides them with 5568 software components (basis classes). From our pilot experiments, we have found that only 4% of the software components of Java 2 SDK were used in typical software development. This result indicates additional coding is still much required, while a variety of software components are currently available to reuse.
The goal of our study is to realize an efficient environment for components-based software development. Toward achieving the goal, in this research project, we constructed a system that recommends required software components to developers according to the context of software development. Especially we focused on developing the following elemental technologies:
(A). Birthmark: a technology to analyze the development context which means the progress and/or completeness of development, features and/or structures of software itself, and so forth, by extracting the amount of characteristics from target software under development,
(B). Collaborative Filtering: a technology to identity and recommend software components which have context similar to target software, and
(C). Association Visualization: a visualization technology to provide developers with reasons why the system recommends software components to developers.
We integrated the three technologies into a system and evaluated it.

Report

(4 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • Research Products

    (81 results)

All 2008 2007 2006 2005

All Journal Article (33 results) (of which Peer Reviewed: 12 results) Presentation (48 results)

  • [Journal Article] Constructing Home Network Systems and Integrated Services Using Legacy Home Appliances and Web Services2008

    • Author(s)
      Masahide Nakamura
    • Journal Title

      International Journal of Web Services Research Vol.5, No.1,

      Pages: 82-98

    • NAID

      120006522995

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Validating Safety for Integrated Services of Home Network System Using JML2008

    • Author(s)
      Ben Yan
    • Journal Title

      Journal of Information Processing(JIP) Vol.16(印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] 脳波を利用したソフトウェアユーザビリティの評価-異なるバージョン間における周波数成分の比較2008

    • Author(s)
      上野 秀剛
    • Journal Title

      ヒューマンインタフェース学会論文誌 Vol.10,No.2(印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Constructing Home Network Systems and Integrated Services Using Legacy Home Appliances and Web Services2008

    • Author(s)
      Masahide, Nakamura
    • Journal Title

      International Journal of Web Services Research Vol. 5, No. 1

      Pages: 82-98

    • NAID

      120006522995

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Validating Safety for Integrated Services of Home Network System Using JML2008

    • Author(s)
      Ben, Yan
    • Journal Title

      Journal of Information Processing (JIP) Vol. 16 (in print)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Evaluation of Software Usability Using Electroencephalogram-Comparison of Frequency Component between Different Software Versions2008

    • Author(s)
      Hidetake, Uwano
    • Journal Title

      Journal of Human Interface Society Vol. 10, No. 2 (in print)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Constructing Home Network Systems and Integrated Services Using Legacy Home Appliances and Web Services2008

    • Author(s)
      Masahide Nakamura
    • Journal Title

      International Journal of Web Services Research Vol.5, No.1

      Pages: 82-98

    • NAID

      120006522995

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exploiting Eye Movements for Evaluating Reviewer's Performance in Software Review2007

    • Author(s)
      Hidetake Uwano
    • Journal Title

      IEICE Transactions on Fundamentals Vol.J90-A, No.10

      Pages: 317-328

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] APIライブラリ名隠ぺいのための動的名前解決を用いた名前難読化2007

    • Author(s)
      玉田 春昭
    • Journal Title

      電子情報通信学会論文誌D Vol.J90-D, No.10

      Pages: 2723-2735

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A Proposal for Analysis and Prediction for Software Projects Using In-Process Measurements and Collaborative Fitering of a Benchmarks Database2007

    • Author(s)
      Yoshiki Mitani
    • Journal Title

      International Journal of Software Measurement Vol.1, No.1

      Pages: 1-11

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] 異文化コラボレーションとしてのソフトウェア要求抽出の支援2007

    • Author(s)
      逵 明憲
    • Journal Title

      電子情報通信学会論文誌D Vol.J99-D, No.12

      Pages: 3151-3160

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Exploiting Eye Movements for Evaluating Reviewer's Performance in Software Review2007

    • Author(s)
      Hidetake, Uwano
    • Journal Title

      IEICE Transactions on Fundamentals Vol. J90-A, No. 10

      Pages: 317-328

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Obfuscating API Library Names Using Dynamic Name Resolution2007

    • Author(s)
      Haruaki, Tamada
    • Journal Title

      IEICE Transactions on Information and Systems Vol. 90-D, No. 10

      Pages: 2723-2735

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A Proposal for Analysis and Prediction for Software Projects Using In-Process Measurements and Collaborative Filtering of a Benchmarks Database2007

    • Author(s)
      Yoshiki, Mitani
    • Journal Title

      International Journal of Software Measurement Vol. 1, No. 1

      Pages: 1-11

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Supporting Software Requirements Elicitation as Collaboration among Heterogeneous Stakeholders2007

    • Author(s)
      Akinori, Tsuji
    • Journal Title

      IEICE Transactions on Information and Systems Vol. J99-D, No. 12

      Pages: 3151-3160

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A Proposal for Analysis and Prediction for Software Projects Using In-Process Measurements and Collaborative Filtering of a Benchmarks Database2007

    • Author(s)
      Yoshiki Mitani
    • Journal Title

      International Journal of Software Measurement Vol.1, No.1

      Pages: 1-11

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 異文化コラボレーションとしてのソフトウェア要求抽出の支援2007

    • Author(s)
      逵 明憲
    • Journal Title

      電子情報通信学会論文誌D Vol. J99-D, No.12

      Pages: 3151-3160

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] API呼び出しを用いた動的バースマーク2006

    • Author(s)
      岡本 圭司
    • Journal Title

      電子情報通信学会論文誌D Vol.J89-D, No.8

      Pages: 1751-1763

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Dynamic Software Birthmarks Based on API Calls2006

    • Author(s)
      Keiji, Okamoto
    • Journal Title

      IEICE Transactions on Information and Systems Vol. J89-D, No. 8

      Pages: 1751-1763

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 進行中のプロジェクトに有用なソフトウェアコンポーネントの推薦方法2006

    • Author(s)
      亀井 靖高
    • Journal Title

      電子情報通信学会技術報告 SS2006-11

      Pages: 25-30

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Using Software Birthmarks to Identify Similar Classes and Major Functionalities2006

    • Author(s)
      Takeshi Kakimoto
    • Journal Title

      Proc. of 3rd International Workshop on Mining Software Repositories (MSR2006) Mining Challenge 2006

      Pages: 171-172

    • Related Report
      2006 Annual Research Report
  • [Journal Article] API呼び出しを用いた動的バースマーク2006

    • Author(s)
      岡本 圭司
    • Journal Title

      電子情報通信学会論文誌D J89-D・8

      Pages: 1751-1763

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Social Network Analysis on Communications for Knowledge Collaboration in Oss Communities2006

    • Author(s)
      Takeshi Kakimoto
    • Journal Title

      Proc. of 2nd International Workshop on Supporting Knowledge Collaboration in Software Development (KCSD2006)

      Pages: 35-41

    • Related Report
      2006 Annual Research Report
  • [Journal Article] プロジェクト類似性に基づく工数見積もりのための変数選択2006

    • Author(s)
      瀧進也
    • Journal Title

      電子情報通信学会技術報告 SS2006-49

      Pages: 1-6

    • Related Report
      2006 Annual Research Report
  • [Journal Article] D-Sns : A Knowledge Exchange Mechanism Using Social Network Density among Mega-Community Users2006

    • Author(s)
      Masao Ohira
    • Journal Title

      Proc. of Supporting the Social Side of Large Scale Software Development (CSCW2006 Workshop)

      Pages: 39-42

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Java Birthmarks-Detecting the Software Theft2005

    • Author(s)
      Haruaki Tamada
    • Journal Title

      IEICE Transactions on Information and Systems Vol.E88-D, No.9

      Pages: 2148-2158

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Java Birthmarks-Detecting the Software Theft2005

    • Author(s)
      Haruaki, Tamada
    • Journal Title

      IEICE Transactions on Information and Systems Vol. E88-D, No. 9

      Pages: 2148-2158

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Accelerating Cross-Project Knowledge Collaboration Using Collaborative Filtering and Social Networks2005

    • Author(s)
      Masao Ohira
    • Journal Title

      Proc.of International Workshop on Mining Software Repositories (MSR2005.)

      Pages: 111-115

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 協調フィルタリングに基づくソフトウェア開発技術の推薦2005

    • Author(s)
      秋永知宏
    • Journal Title

      電子情報通信学会技術報告 SS2005-13

      Pages: 7-13

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Javawock: A Java Class, Recommender System Based on Collaborative Filtering2005

    • Author(s)
      Masateru Tsunoda
    • Journal Title

      Proc.of 17th International Conference on Software Engineering and Knowledge Engineering (SEKE2005)

      Pages: 491-497

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Java Birthmarks - Detecting the Software Theft2005

    • Author(s)
      Haruaki Tamada
    • Journal Title

      IEICE Transactions on Information and Systems E88-D・9

      Pages: 2148-2158

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Recommendation of Software Technologies Based on Collaborative Filtering2005

    • Author(s)
      Tomohiro Akinaga
    • Journal Title

      Proc. of APSEC2005 Workshop on Supporting Knowledge Collaboration in Software Development

      Pages: 209-214

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Supporting Knowledge Collaboration Using Social Networks in A Large-Scale Online Community of Software Development Projects2005

    • Author(s)
      Masao Ohira
    • Journal Title

      Proc. of APSEC2005 Workshop on Supporting Knowledge Collaboration in Software Development

      Pages: 835-840

    • Related Report
      2005 Annual Research Report
  • [Presentation] ビル管理システム連携におけるサービス競合の定式化2008

    • Author(s)
      西澤茂 隆
    • Organizer
      情報処理学会 ソフトウェア工学研究会
    • Place of Presentation
      東京都
    • Year and Date
      2008-03-18
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Formalizing Heterogeneous Building Automation Systems and Feature Interaction Problem2008

    • Author(s)
      Shigetaka, Nishizawa
    • Organizer
      IPSJ SIG Software Engineering
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2008-03-18
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Operating Networked Appliances Using Gaze Information and Voice Recognition2008

    • Author(s)
      Naohiro Yuasa
    • Organizer
      IASTED International Conference on Human Computer Interaction (IASTED-HCI 2008)
    • Place of Presentation
      Innsbruck, Austria
    • Year and Date
      2008-03-17
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Operating Networked Appliances Using Gaze Information and Voice Recognition2008

    • Author(s)
      Naohiro, Yuasa
    • Organizer
      LASTED International Conference on Human Computer Interaction (IASTED-HCI 2008)
    • Place of Presentation
      Innsbruck, Austria
    • Year and Date
      2008-03-17
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Operating Networked Appliances Using Gaze Information and Voice Recognition2008

    • Author(s)
      Naohiro Yuasa
    • Organizer
      IASTED International Conference on Human Computer Interaction
    • Place of Presentation
      Innsbruck, Austria
    • Year and Date
      2008-03-17
    • Related Report
      2007 Annual Research Report
  • [Presentation] ホームネットワークシステムにおける家電状態を利用した音声操作インタフェースの改善2008

    • Author(s)
      榊原 弘記
    • Organizer
      電子情報通信学会 サイバーワールド(CW)研究会
    • Place of Presentation
      東京都
    • Year and Date
      2008-03-11
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] AXELLA:ユーザの注視情報を利用したホームネットワークシステム同けインタフェースシステム2008

    • Author(s)
      三井 康平
    • Organizer
      電子情報通信学会 サイバーワールド(CW)研究会
    • Place of Presentation
      東京都
    • Year and Date
      2008-03-11
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Improving Voice Command Interface to Operate Home Appliances Using Appliance States2008

    • Author(s)
      Hiroki, Sakakibara
    • Organizer
      IEICE, SIG Cyber World
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2008-03-11
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] AXELLA' Home Network System Interface System Using User's Eye Gaze2008

    • Author(s)
      Kohei, Mitui
    • Organizer
      IEICE, SIG Cyber World
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2008-03-11
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] ホームネットワークにおける家電連携サービス作成支援システムの開発2008

    • Author(s)
      関本 純一
    • Organizer
      電子情報通信学会 ネットワークシステム研究会
    • Place of Presentation
      沖縄県
    • Year and Date
      2008-03-07
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 動的サービスバインディング機構を用いたマルチベンダホームネットワークシステムの一実現手法2008

    • Author(s)
      福岡 佑介
    • Organizer
      電子情報通信学会 ネットワークシステム研究会
    • Place of Presentation
      沖縄県
    • Year and Date
      2008-03-07
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Supporting End-Users for Creating Integrated Services in Home Network System2008

    • Author(s)
      Jun-ichi, Sekimoto
    • Organizer
      IEICE, SIG Network Systems
    • Place of Presentation
      Okinawa, Japan
    • Year and Date
      2008-03-07
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Supporting Implementing Multi-Vendor Home Network System Using Dynamic Service Binding Mechanism2008

    • Author(s)
      Yusuke, Fukuoka
    • Organizer
      IEICE, SIG Network Systems
    • Place of Presentation
      Okinawa, Japan
    • Year and Date
      2008-03-07
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Scalable Sensor Application Framework Based on Hierarchical Load-Balancing Architecture2008

    • Author(s)
      Yoji Ohishi
    • Organizer
      IASTED International Conference on Software Engineering (IASTED SE 2008)
    • Place of Presentation
      Innsbruck, Austria
    • Year and Date
      2008-02-13
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Scalable Sensor Application Framework Based on Hierarchical Load-Balancing Architecture, Innsbruck2008

    • Author(s)
      Yoji, Ohishi
    • Organizer
      TASTED International Conference on Software Engineering (LASTED SE 2008)
    • Place of Presentation
      Innsbruck, Austria
    • Year and Date
      2008-02-13
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Introducing Dynamic Name Resolution Mechanism for Obfuscating System-Defined Names in Programs2008

    • Author(s)
      Haruaki Tamada
    • Organizer
      IASTED International Conference on Software Engineering (IASTED SE 2008)
    • Place of Presentation
      Innsbruck, Austria
    • Year and Date
      2008-02-12
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Comparison Study on the Coordination between Developers and Users in Foss Communities2008

    • Author(s)
      Shinsuke, Matsumoto
    • Organizer
      Socio-Technical Congruence (STC 2008)(To appear)
    • Place of Presentation
      Leipzig, Germany
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Analysis of Coordination between Developers and Users in the Apache Community2008

    • Author(s)
      Yasutaka, Kamei
    • Organizer
      The Fourth International Conference on Open Source Systems (OSS2008),(To appear)
    • Place of Presentation
      Milan, Italy
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Method for Measuring OSS Projects' Activity Based on Cluster Analysis of Email Threads2008

    • Author(s)
      Kimiharu, Ohkura
    • Organizer
      The Fourth International Conference on Open Source Systems (OSS2008),(To appear)
    • Place of Presentation
      Milan, Italy
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Using Formal Methods to Increase Confidence in a Home Network System Implementation, Case Study2007

    • Author(s)
      Lydie du Bousquet
    • Organizer
      2007 ISoLA Workshop on Leveraging Applications of Formal Methods, Verification and Validation (ISOLA 2007)
    • Place of Presentation
      Poitiers, France
    • Year and Date
      2007-12-14
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] コーディネータのコミュニティ媒介性の評価指標の提案2007

    • Author(s)
      前島 弘敬
    • Organizer
      情報処理学会シンポジウムグループウェアとネットワークサービス・ワークショップ2007
    • Place of Presentation
      群馬県
    • Year and Date
      2007-11-09
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Inter-Community Betweenness' Metrics for Measuring Coordination Quality in OSS Development2007

    • Author(s)
      Hirotaka, Maeshima
    • Organizer
      IPSJ Symposium on Groupware and Network Services
    • Place of Presentation
      Gunma, Japan
    • Year and Date
      2007-11-09
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] OSSコミュニティにおける共同作業プロセス理解のための中心性分析2007

    • Author(s)
      大平 雅雄
    • Organizer
      情報処理学会シンポジウムグループウェアとネットワークサービス・ワークショップ2007
    • Place of Presentation
      群馬県
    • Year and Date
      2007-11-08
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 複数のサブコミュニティを有するOSSコミュニティにおけるコーディネータの分析2007

    • Author(s)
      伊原 彰紀
    • Organizer
      情報処理学会シンポジウムグループウェアとネットワークサービス・ワークショップ2007
    • Place of Presentation
      群馬県
    • Year and Date
      2007-11-08
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Centrality Analysis for Understanding the Collaboration Process in OSS Community2007

    • Author(s)
      Masao, Ohira
    • Organizer
      IPSJ Symposium on Groupware and Network Services
    • Place of Presentation
      Gunma, Japan
    • Year and Date
      2007-11-08
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Analysis of Coordinators in an OSS Community with Multiple Sub Communities2007

    • Author(s)
      Akinori, Ihara
    • Organizer
      IPSJ Symposium on Groupware and Network Services
    • Place of Presentation
      Gunma, Japan
    • Year and Date
      2007-11-08
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] メールスレッドのクラスター分析によるOSSプロジェクトのアクティビティ予測手法2007

    • Author(s)
      大蔵 君治
    • Organizer
      電子情報通信学会 ソフトウェアサイエンス研究会
    • Place of Presentation
      宮城県
    • Year and Date
      2007-10-23
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Method for Activity Prediction using Cluster Analysis on Email Threads2007

    • Author(s)
      Kimiharu, Ohkura
    • Organizer
      IEICE, SIG Software Science
    • Place of Presentation
      Miyagi, Japan
    • Year and Date
      2007-10-23
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] ビル管理システムにおけるサービス指向アーキテクチャの適用〜異種サービスの連携と安全性に関する考察〜2007

    • Author(s)
      西澤 茂隆
    • Organizer
      電子情報通信学会 ネットワークシステム研究会
    • Place of Presentation
      東京都
    • Year and Date
      2007-10-18
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Applying Service Oriented Architecture to Building Control System2007

    • Author(s)
      Shigetaka, Nishizawa
    • Organizer
      IEICE, SIG Network Systems
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2007-10-18
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Characterizing Safety of Integrated Services in Home Network System2007

    • Author(s)
      Ben Yan
    • Organizer
      5th International Conference On Smart homes and health Telematics (ICOST2007)
    • Place of Presentation
      Nara, Japan
    • Year and Date
      2007-06-22
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] D-SNS: A Knowledge Exchange Mechanism Using Social Network Density among Mega-Community Users2006

    • Author(s)
      Masao Ohira
    • Organizer
      Supporting the Social Side of Large Scale Software Development (CSCW2006 Workshop)
    • Place of Presentation
      Banff, Alberta, Canada
    • Year and Date
      2006-11-04
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Variable Selection for Effort Estimation based on Similarity of Projects2006

    • Author(s)
      Shinya, Taki
    • Organizer
      IEICE, SIG Software Science
    • Place of Presentation
      Ehime pref
    • Year and Date
      2006-11-04
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] プロジェクト類似性に基づく工数見積もりのための変数選択2006

    • Author(s)
      瀧 進也
    • Organizer
      電子情報通信学会 ソフトウェアサイエンス研究会
    • Place of Presentation
      愛媛県
    • Year and Date
      2006-10-27
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Social Network Analysis on Communications for Knowledge Collaboration in OSS Communities2006

    • Author(s)
      Takeshi Kakimoto
    • Organizer
      2nd International Workshop on Supporting Knowledge Collaboration in Software Development (KCSD2006)
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2006-09-19
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Using Software Birthmarks to Identify Similar Classes and Major Functionalities2006

    • Author(s)
      Takeshi Kakimoto
    • Organizer
      3rd International Workshop on Mining Software Repositories(MSR2006), Mining Challenge 2006
    • Place of Presentation
      Shanghai, China
    • Year and Date
      2006-05-23
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Using Software Birthmarks to Identify Similar Classes and Major Functionalities2006

    • Author(s)
      Takeshi, Kakimoto
    • Organizer
      3rd International Workshop on Mining Software Repositories(MSR2006)
    • Place of Presentation
      Shanghai, China
    • Year and Date
      2006-05-23
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 進行中のプロジェクトに有用なソフトウェアコンポーネントの推薦方法2006

    • Author(s)
      亀井 靖高
    • Organizer
      電子情報通信学会ソフトウェアサイエンス研究会
    • Place of Presentation
      新潟県
    • Year and Date
      2006-04-21
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] A Recommendation Method of Useful Software Components2006

    • Author(s)
      Yasutaka, Kamei
    • Organizer
      IEICE, SIG Software Science
    • Place of Presentation
      Niigata, Japan
    • Year and Date
      2006-04-21
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Supporting Knowledge Collaboration Using Social Networks in A Large-Scale Online Community of Software Development Projects2005

    • Author(s)
      Masao Ohira
    • Organizer
      APSEC2005 Workshop on Supporting Knowledge Collaboration in Software Development
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2005-12-17
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Recommendation of Software Technologies Based on Collaborative Filtering2005

    • Author(s)
      Tomohiro Akinaga
    • Organizer
      12th Asia-Pacific Software Engineering Conference(APSEC2005)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2005-12-15
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Recommendation of Software Technologies Based on Collaborative Filtering2005

    • Author(s)
      Tomohiro, Akinaga
    • Organizer
      12th Asia-Pacific Software Engineering Conference (APSEC2005)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2005-12-15
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Javawock: A Java Class Recommender System Based on Collaborative Filtering2005

    • Author(s)
      Masateru Tsunoda
    • Organizer
      17th International Conference on Software Engineering and Knowledge Engineering(SEKE2005)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2005-07-16
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Javawock: AJava Class Recommender System Based on Collaborative Filtering2005

    • Author(s)
      Masateru, Tsunoda
    • Organizer
      17th International Conference on Software Engineering and Knowledge Engineering (SEKE2005)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2005-07-16
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Software Technology Recommendation Based on Collaborative Filtering2005

    • Author(s)
      Tomohiro, Akinaga
    • Organizer
      IEICE, SIG Software Science
    • Place of Presentation
      Nagano, Japan
    • Year and Date
      2005-06-23
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 協調フィルタリングに基づくソフトウェア開発技術の推薦2005

    • Author(s)
      秋永 知宏
    • Organizer
      電子情報通信学会 ソフトウェアサイエンス研究会
    • Place of Presentation
      長野県
    • Year and Date
      2005-06-03
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Accelerating Cross-Project Knowledge Collaboration Using Collaborative Filtering and Social Networks2005

    • Author(s)
      Masao Ohira
    • Organizer
      International Workshop on Mining Software Repositories(MSR2005)
    • Place of Presentation
      St. Louis, MO, USA
    • Year and Date
      2005-05-17
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Accelerating Cross-Project Knowledge Collaboration Using Collaborative Filtering and Social Networks2005

    • Author(s)
      Masao, Ohira
    • Organizer
      International Workshop on Mining Software Repositories (MSR2005)
    • Place of Presentation
      St. Louis, MO, USA
    • Year and Date
      2005-05-17
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary

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Published: 2005-04-01   Modified: 2016-04-21  

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