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Intelligent Programming Learning Support Environment

Research Project

Project/Area Number 16K16174
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Learning support system
Research InstitutionThe University of Aizu

Principal Investigator

Watanobe Yutaka  会津大学, コンピュータ理工学部, 上級准教授 (30510408)

Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2018: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords学習支援システム / 知的学習支援システム
Outline of Final Research Achievements

In this project, the system and related algorithms have been considered to support programming education. Through the project, the user interface of the online programming learning support system, where submitted programs and learning history are accumulated, has been extended in stages. Using the accumulated data, several machine learning algorithms have been developed to provide different types of feedback. The system has also been extended based on the architecture which promotes the research and development of algorithms and user interfaces by the third parties.

Academic Significance and Societal Importance of the Research Achievements

本研究で開発されたプログラミング学習支援環境は、プログラマの人材育成に貢献し、将来懸念される指導者不足の問題解決にも繋がる。さらに、本研究で考案された教育データマイニングに関するアルゴリズム及び公開データは、教育現場だけではなく、ソフトウェア工学や開発現場にも応用することができる。

Report

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

    (16 results)

All 2019 2018 2017 2016

All Journal Article (2 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 2 results) Presentation (13 results) (of which Int'l Joint Research: 13 results) Book (1 results)

  • [Journal Article] Learning Path Recommendation System for Programming Education based on Neural Networks2019

    • Author(s)
      Tomohiro Saito and Yutaka Watanobe
    • Journal Title

      International Journal of Distance Education Technologies

      Volume: 印刷中

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A cloud-based system for dynamically capturing appliance usage relations2016

    • Author(s)
      Yi-Cheng Chen, Shih-Hao Chang, Wei-Hsun Liao, Jianquan Liu, Yutaka Watanobe
    • Journal Title

      International Journal of Web and Grid Services

      Volume: 12 Issue: 3 Pages: 257-272

    • DOI

      10.1504/ijwgs.2016.079161

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Convolutional neural network for classification of source codes2019

    • Author(s)
      Hiroki Ohashi, Yutaka Watanobe
    • Organizer
      2019 IEEE 13th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Algorithm to Determine Extended Edit Distance between Program Codes2019

    • Author(s)
      Kazuki Anzai, Yutaka Watanobe
    • Organizer
      2019 IEEE 13th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automatic generation of fill-in-the-blank programming problems2019

    • Author(s)
      Kenta Terada, Yutaka Watanobe
    • Organizer
      2019 IEEE 13th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Classification of Programming Problems based on Topic Modeling2019

    • Author(s)
      Chowdhury Md Intisar, Yutaka Watanobe, Manoj Poudel, Subhash Bhalla
    • Organizer
      7th International Conference on Information and Education Technology
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Cluster Analysis to Estimate the Difficulty of Programming Problems2018

    • Author(s)
      Intisar Chowdhury, Yutaka Watanobe
    • Organizer
      3rd International Conference on Applications in Information Technology
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Learning Path Recommender System based on Recurrent Neural Network2018

    • Author(s)
      Tomohiro Saito, Yutaka Watanobe
    • Organizer
      The 9th IEEE International Conference on Awareness Science and Technology
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Classification of Online Judge Programmers based on Rule Extraction from Self Organizing Feature Map2018

    • Author(s)
      Intisar Chowdhury, Yutaka Watanobe
    • Organizer
      The 9th IEEE International Conference on Awareness Science and Technology
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Logic Error Detection Algorithm for Novice Programmers based on Structure Pattern and Error Degree2018

    • Author(s)
      Yuto Yoshizawa, Yutaka Watanobe
    • Organizer
      The 9th IEEE International Conference on Awareness Science and Technology
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bug Detection based on LSTM Networks and Solution Codes2018

    • Author(s)
      Yunosuke Teshima, Yutaka Watanobe
    • Organizer
      Bug Detection based on LSTM Networks and Solution Codes, The 2018 IEEE International Conference on Systems, Man, and Cybernetics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Fuzzy Rule Mining by Clustering Approach to Estimate the Difficulty of Programming Problems2017

    • Author(s)
      Chowdhury Md Intisar, Yutaka Watanobe
    • Organizer
      The 2018 World Congress on Information Technology Applications and Services
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Problem Recommendation System based on Learning Path of Ability Charts2017

    • Author(s)
      Tomohiro Saito, Yutaka Watanobe
    • Organizer
      3rd International Symposium on Big Data Analytics in Science and Engineering
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Chowdhury Md Intisar, Yutaka Watanobe2017

    • Author(s)
      Machine Learning Approach for Strength and Rating Estimation of Online Judge Programmer
    • Organizer
      3rd International Symposium on Big Data Analytics in Science and Engineering
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Architecture for Hybrid Language Systems2016

    • Author(s)
      Mirai Watanabe, Yutaka Watanobe, Alexander Vazhenin
    • Organizer
      16th IEEE International Conference on Computer and Information Technology
    • Place of Presentation
      Fiji
    • Year and Date
      2016-12-07
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Book] Algorithms and Data Structures for Programming Competitions2016

    • Author(s)
      Yutaka Watanobe, Takuya Akiba, Ozy
    • Total Pages
      406
    • Publisher
      POST & TELECOM PRESS
    • Related Report
      2016 Research-status Report

URL: 

Published: 2016-04-21   Modified: 2021-02-19  

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