Real-time Learning Analytics for Advanced Education Support

• Project/Area Number: 18H04125
• Research Category: Grant-in-Aid for Scientific Research (A)
• Allocation Type: Single-year Grants
• Section: 一般
• Review Section: Medium-sized Section 62:Applied informatics and related fields
• Research Institution: Kyushu University
• Principal Investigator: 島田 敬士 九州大学, システム情報科学研究院, 教授 (80452811)
• Co-Investigator(Kenkyū-buntansha): 殷 成久 神戸大学, 情報基盤センター, 准教授 (20512180) ; 山下 隆義 中部大学, 工学部, 准教授 (60564721) ; 毛利 考佑 広島市立大学, 情報科学研究科, 准教授 (60796001) ; 内山 英昭 奈良先端科学技術大学院大学, 先端科学技術研究科, 准教授 (90735804)
• Project Period (FY): 2018-04-01 – 2022-03-31
• Project Status: Granted (Fiscal Year 2021)
• Budget Amount: ¥43,420,000 (Direct Cost: ¥33,400,000、Indirect Cost: ¥10,020,000); Fiscal Year 2021: ¥8,450,000 (Direct Cost: ¥6,500,000、Indirect Cost: ¥1,950,000); Fiscal Year 2020: ¥12,090,000 (Direct Cost: ¥9,300,000、Indirect Cost: ¥2,790,000); Fiscal Year 2019: ¥12,610,000 (Direct Cost: ¥9,700,000、Indirect Cost: ¥2,910,000); Fiscal Year 2018: ¥10,270,000 (Direct Cost: ¥7,900,000、Indirect Cost: ¥2,370,000)
• Keywords: 学習分析 / 教育支援 / 実時間処理 / センシング / 教育評価

Outline of Annual Research Achievements

前年度から，2019年度までの研究成果を利用して有効性の評価を行うための実験を前倒しで開始しており，2020年度も引き続き実証実験を継続しつつ，実験結果に基づいて技術改良やシステム設計の見直しを行った．特に2020年度はコロナ禍により対面授業の開催ができない状況であったため，既開発技術やシステムユーザインタフェースをオンライン授業にも対応できるように研究取り組みを拡張した．新たに開発した技術やシステムがオンライン授業でも有効に利用できることも確認でき，研究成果の展開の幅が拡大できた．各研究課題についての研究実績は以下の通り．
【研究課題1：学習活動の密センシング】コロナ禍によるオンライン授業に対応するために，オンライン形式の学習活動も学習支援システムを介して活動を記録できるようにシステムを改良した．
【研究課題2：新デジタル教科書システム】昨年度までに開発した新デジタル教科書システムを引き続き利用して，学習データの蓄積を行った．
【研究課題3：実時間学習分析】蓄積される学習活動データに対して，学習者の活動状況や授業内容の理解度状況を実時間で分析するための技術開発を継続した．また，オンライン授業でも利用できる学習ダッシュボードの開発を行った．
【研究課題4：適応型教育・学習支援のための情報提示】学習管理システム，デジタル教科書システムと連携させて，各学習者の状況に応じた関連教材や補助教材の推薦などの適応支援ならびに情報低提示するシステム開発を行った．そのシステムで利用する学習者の理解状況に応じて推薦教材の内容を変更する技術開発を行った．
【研究課題5：実時間学習解析に基づく双方向型協働空間の有効性評価】オンライン授業で開発したシステムを利用して評価実験を行った．

Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

2020年度はコロナ禍で当初計画していた対面授業での評価実験を実施することはできなかったが，代わりにオンライン授業での評価実験を実施することができた．オンライン授業により，各学習者に対して支援する情報の洗い出しや，支援システムの開発など，当初研究予定には含まれていなかった取り組みを進めることができ，結果としてオンライン授業支援を効果的に行うことに繋がった．

Strategy for Future Research Activity

開発したシステムを対面式／オンライン形式に依らず有効性を示すことができるように，システムの改良と評価の検証を継続する．

Research Products

• [Journal Article] Understanding the Behavior of Data-Driven Inertial Odometry With Kinematics-Mimicking Deep Neural Network (2021)
  • Author(s): Dugne-Hennequin Quentin Arnaud、Uchiyama Hideaki、Paulo Silva Do Monte Lima Joao
  • Journal Title: IEEE Access Volume: 9 Pages: 36589-36619
  • DOI: 10.1109/access.2021.3062817
  • Peer Reviewed / Open Access / Int'l Joint Research
• [Journal Article] A Result Confirmation-based Learning Behavior Analysis Framework for Exploring the Hidden Reasons behind Patterns and Strategies. (2021)
  • Author(s): Zhao, F., Hwang, G.-J., & Yin, C.
  • Journal Title: Educational Technology & Society Volume: 24(1) Pages: 138-151
  • Peer Reviewed
• [Journal Article] Closing the Experiential Learning Loops using Learning Analytics Cycle: Towards Authentic Experience Sharing for Vocabulary Learning (2020)
  • Author(s): Mohammad Nehal Hasnine, Hiroaki Ogata, Gokhan Akcapinar, Kousuke Mouri, and Keiichi Kaneko
  • Journal Title: International Journal of Distance Education Technologies Volume: 3 Pages: 78-98
  • Peer Reviewed
• [Journal Article] An Intelligent Ubiquitous Learning Environment and Analytics on Images for Contextual Factors Analysis. (2020)
  • Author(s): Mohammad Nehal Hasnine, Gokhan Akcapinar, Kousuke Mouri and Hiroshi Ueda
  • Journal Title: Special Issue of the Applications of Context Awareness Computing and Image Understanding, Applied Sciences Volume: 24 Pages: 1-18
  • Peer Reviewed
• [Journal Article] 移動対象の属性と環境情報を導入したLSTMによる経路予測 (2020)
  • Author(s): 箕浦大晃, 平川翼, 山下隆義, 藤吉弘亘
  • Journal Title: 精密工学会誌 Volume: 86 Pages: 1026-1033
  • NAID: 130007950495
  • Peer Reviewed
• [Journal Article] Educational big data: extracting meaning from data for smart education (2020)
  • Author(s): Chen Nian-Shing、Yin Chengjiu、Isaias Pedro、Psotka Joseph
  • Journal Title: Interactive Learning Environments Volume: 28-2 Pages: 142-147
  • DOI: 10.1080/10494820.2019.1635395
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Predicting students’ academic performance by using educational big data and learning analytics: evaluation of classification methods and learning logs (2020)
  • Author(s): Huang Anna Y.Q.、 Lu Owen H.T.、Huang Jeff C.H.、Yin C. J.、Yang Stephen J.H.
  • Journal Title: Interactive Learning Environments Volume: - Pages: 206-230
  • DOI: 10.1080/10494820.2019.1636086
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] GAN-based pencil drawing learning system for art education on large-scale image datasets with learning analytics (2019)
  • Author(s): Jin Yuxi、Li Ping、Wang Wenxiao、Zhang Suiyun、Lin Di、Yin Chengjiu
  • Journal Title: Interactive Learning Environments Volume: - Pages: 1-18
  • DOI: 10.1080/10494820.2019.1636827
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] An automatic quiz generation system utilizing digital textbook logs (2019)
  • Author(s): Mouri Kousuke、Uosaki Noriko、Hasnine Mohammad、Shimada Atsushi、Yin Chengjiu、Kaneko Keiichi、Ogata Hiroaki
  • Journal Title: Interactive Learning Environments Volume: - Pages: 1-14
  • DOI: 10.1080/10494820.2019.1620291
  • Peer Reviewed
• [Journal Article] Educational data mining for discovering hidden browsing patterns using non-negative matrix factorization (2019)
  • Author(s): Mouri Kousuke、Suzuki Fumiya、Shimada Atsushi、Uosaki Noriko、Yin Chengjiu、Kaneko Keiichi、Ogata Hiroaki
  • Journal Title: Interactive Learning Environments Volume: - Pages: 1-13
  • DOI: 10.1080/10494820.2019.1619594
  • Peer Reviewed
• [Journal Article] Analyzing Learning Patterns Based on Log Data from Digital Textbooks (2019)
  • Author(s): Kousuke Mouri, Zhuo Ren, Noriko Uozaki, Chengjiu Yin
  • Journal Title: International Journal of Distance Education Technologies (IJDET) Volume: 17 Pages: 1-14
  • NAID: 120006724659
  • Peer Reviewed
• [Journal Article] Indoor Positioning System Based on Chest-Mounted IMU (2019)
  • Author(s): Chuanhua Lu, Hideaki Uchiyama, Diego Thomas, Atsushi Shimada, Rin-ichiro Taniguchi:
  • Journal Title: Sensors Volume: 19
  • DOI: 10.3390/s19020420
  • Peer Reviewed
• [Journal Article] Solving Monocular Visual Odometry Scale Factor with Adaptive Step Length Estimates for Pedestrians Using Handheld Devices (2019)
  • Author(s): Nicolas Antigny, Hideaki Uchiyama, Myriam Servieres, Valerie Renaudin, Diego Thomas, Rin-ichiro Taniguchi
  • Journal Title: Sensors Volume: 19
  • DOI: 10.3390/s19040953
  • Peer Reviewed
• [Journal Article] Real-Time Learning Analytics System for Improvement of On-Site Lectures (2018)
  • Author(s): Atsushi Shimada, Shin’ichi Konomi, Hiroaki Ogata
  • Journal Title: Interactive Technology and Smart Education Volume: 15 Pages: 314-331
  • NAID: 120006649546
  • Peer Reviewed / Open Access
• [Journal Article] Roles and strategies of learning analytics in the e-publication era (2018)
  • Author(s): Chengjiu Yin, Gwo-Jen Hwang
  • Journal Title: Knowledge Management & E-Learning: An International Journal (KM&EL) Volume: 10 Pages: 153-169
  • NAID: 120006545120
  • Peer Reviewed
• [Presentation] Going Beyond Computer-assisted Vocabulary Learning: Research Synthesis and Frameworks (2020)
  • Author(s): Mohammad Nehal Hasnine, Masatoshi Ishikawa, Kousuke Mouri and Keiichi Kaneko
  • Organizer: international conference on Human-Computer Interaction Distributed, Ambient and Pervasive Interactions
  • Invited
• [Presentation] Learning Analytics data flow and visualizing for ubiquitous learning logs in LMS and Learning Analytics Dashboard (2020)
  • Author(s): Songran Liu, Kousuke Mouri and Hiroaki Ogata
  • Organizer: international conference on Human-Computer Interaction Distributed, Ambient and Pervasive Interactions
  • Invited
• [Presentation] Learning Support for Career Related Terms with SCROLL and InCircle, (2020)
  • Author(s): Noriko Uosaki, Kousuke Mouri, Takahiro Yonekawa, Chengjiu Yin and Hiroaki Ogata
  • Organizer: international conference on Human-Computer Interaction Distributed, Ambient and Pervasive Interactions
  • Invited
• [Presentation] A New Technology Design for Personalized Incidental Vocabulary Learning using Lifelog Image Analysis (2020)
  • Author(s): Mohammad Nehal Hasnine, Kousuke Mouri, Gokhan Akcapinar, Mahmoud Mohamed Hussien Ahmed and Hiroshi Ueda
  • Organizer: International Conference on Computers in Education
• [Presentation] Examining primary students’ after-class vocabulary behavioural learning patterns in user-generated learning context: a case study (2020)
  • Author(s): Song Yanjie, Ogata Hiroaki, Yang Yin, Mouri Kousuke
  • Organizer: International Conference on Computers in Education
• [Presentation] Self-Attention Networksによる神経信号からの動作識別 (2020)
  • Author(s): 田邉稜, 平川翼, 山下隆義, 藤吉弘亘
  • Organizer: ビジョン技術の実利用ワークショップ
• [Presentation] Deep Learningを用いた経路予測の研究動向 (2020)
  • Author(s): 箕浦大晃, 平川翼, 山下隆義, 藤吉弘亘
  • Organizer: 電子情報通信学会 パターン認識・メディア理解研究会
• [Presentation] LearningAnalytics のための生徒の学習活動ログのデータ分析 (2020)
  • Author(s): 佐竹央義，藤吉弘亘，山下隆義
  • Organizer: 電気・電子・情報関係学会東海支部連合大会
• [Presentation] Learning Support through Personalized Review Material Recommendations (2020)
  • Author(s): Tetsuya Shiino, Atsushi Shimada, Tsubasa Minematsu, Rin-ichiro Taniguchi
  • Organizer: 7th Workshop on Learning Analytics (LA) Technologies & Practices for Evidence-based Education
• [Presentation] OpenLA: Library for Efficient E book Log Analysis and Accelerating Learning Analytics (2020)
  • Author(s): Ryusuke Murata, Tsubasa Minematsu, Atsushi Shimada
  • Organizer: The 28th International Conference on Computers in Education
• [Presentation] Real-time Feedback Dashboard for Students in Online Class (2020)
  • Author(s): Takuro Owatari, Atsushi Shimada, Tsubasa Minematsu, Maiya Hori, Rin-ichiro Taniguchi
  • Organizer: 2020 IEEE An International Conference on Engineering, Technology and Education (TALE2020)
• [Presentation] デジタル教科書のログ分析効率化に向けたオープンソースライブラリ「OpneLA」の開発と適用事例の紹介 (2020)
  • Author(s): 村田 隆介, 島田 敬士, 峰松 翼, 谷口 倫一郎
  • Organizer: 第32回教育学習支援情報システム研究発表会
• [Presentation] オンライン授業支援のためのリアルタイム学習分析ダッシュボードの開発 (2020)
  • Author(s): 大渡拓朗, 島田敬士, 峰松翼, 堀磨伊也, 谷口倫一郎
  • Organizer: 第32回教育学習支援情報システム研究発表会
• [Presentation] 学習活動データに基づく個人適応型復習教材推薦システムの開発 (2020)
  • Author(s): 椎野 徹也, 島田 敬士, 峰松 翼, 谷口 倫一郎
  • Organizer: 第32回教育学習支援情報システム研究発表会
• [Presentation] Generating a Consistent Global Map under Intermittent Mapping Conditions for Large-Scale Vision-Based Navigation (2020)
  • Author(s): Kazuki Nishiguchi, Walid Bousselham, Hideaki Uchiyama, Diego Thomas, Atsushi Shimada, Rin-ichiro Taniguchi
  • Organizer: 15th International Conference on Computer Vision Theory and Applications (VISAPP 2020)
  • Int'l Joint Research
• [Presentation] Analytics of Multimodal Learning Logs for Page Difficulty Estimation (2020)
  • Author(s): Tsubasa Minematsu, Atsushi Shimada, Rin-ichiro Taniguchi
  • Organizer: The 10th International Conference on Learning Analytics & Knowledge (LAK20)
  • Int'l Joint Research
• [Presentation] A System for Finding and Improving the Relevant Contents of Digital Textbooks based on Quizzes’Contents (2019)
  • Author(s): Lingyu Li; Noriko Uosaki; Kousuke Mouri; Chengjiu Yin
  • Organizer: the 27th International Conference on Computers in Education (ICCE2019)
  • Int'l Joint Research
• [Presentation] An Analysis of Learning Behavior Patterns with Different Devices and Weights (2019)
  • Author(s): Chengjiu Yin; Juan Zhou; Lingyu Li; Koudai Yamaguchi; Noriko Uosaki & Hiroaki Ogata
  • Organizer: the 27th International Conference on Computers in Education (ICCE2019)
  • Int'l Joint Research
• [Presentation] Supporting Job-hunting Students to Learn Job-hunting Related Terms with SCROLL eBook and InCircle (2019)
  • Author(s): Noriko Uosaki; Kousuke Mouri; Takahiro Yonekawa; Chengjiu Yin & Hiroaki Ogata
  • Organizer: the 27th International Conference on Computers in Education (ICCE2019)
  • Int'l Joint Research
• [Presentation] Seamless Collaborative Learning Method to Learn Business Japanese with eBook and Chat System (2019)
  • Author(s): Noriko Uosaki; Kousuke Mouri; Fumiya Suzuki; Mohammad Nehal Hasnine; Takahiro Yonekawa; Chengjiu Yin; Hiroaki Ogata
  • Organizer: Proceedings of HCII2019@Orlando. Lecture Notes in Computer Science(Invited paper)
  • Int'l Joint Research
• [Presentation] Learning Behavioral Pattern Analysis Based on Digital Textbook Reading Logs (2019)
  • Author(s): Chengjiu Yin; Zhuo Ren; Agoritsa Polyzou and Yong Wang
  • Organizer: Proceedings of HCII2019@Orlando. Lecture Notes in Computer Science(Invited paper)
  • Int'l Joint Research
• [Presentation] Elicitation of appropriate scratching zones based on lecture slide layouts (2019)
  • Author(s): Fumiya Suzuki, Kousuke Mouri, Uosaki Noriko, Atsushi Shimada, Chengjiu and Keiichi Kaneko
  • Organizer: International conference on Human-Computer Interaction
  • Int'l Joint Research
• [Presentation] A System for Grouping Texts and Objects in Slide Layout (2019)
  • Author(s): Fumiya Suzuki, Kousuke Mouri, Atsushi Shimada, Noriko Uosaki, Chengjiu Yin and Keiichi Kaneko
  • Organizer: International Congress on Advanced Applied Informatic
  • Int'l Joint Research
• [Presentation] Supporting ubiquitous language learning with object and text detection technologies (2019)
  • Author(s): Kousuke Mouri, Noriko UOSAKI, Chengjiu YIN, Atsushi Shimada, Mohammad Nehal Hasnine, Keiichi Kaneko, Hiroaki Ogata
  • Organizer: International Conference on Computer in Education
  • Int'l Joint Research
• [Presentation] スライドレイアウトに基づくスライド構成要素のグルーピングシステムの精度 (2019)
  • Author(s): 鈴木文哉, 毛利 考佑, 島田敬士, 魚崎典子, 殷 成久, 金子敬一
  • Organizer: 電子情報通信学会技術研究報告
• [Presentation] "深層学習は何を見ている？ －判断根拠の可視化と活用事例－" (2019)
  • Author(s): 山下隆義
  • Organizer: ビジョン技術の実利用ワークショップ, 企画セッション，講演，横浜
• [Presentation] マルチタスク U-Net によるセマンティックセグメンテーションと 変化点検出 (2019)
  • Author(s): 筒井駿吾，山下隆義， 藤吉弘亘
  • Organizer: 電気・電子・情報関係学会 東海支部連合大会
• [Presentation] Optimizing Assignment of Students to Courses based on Learning Activity Analytics (2019)
  • Author(s): Atsushi Shimada, Kousuke Mouri, Yuta Taniguchi, Hiroaki Ogata, Rin-ichiro Taniguchi, Shin'ichi Konomi
  • Organizer: 12th International Conference on Educational Data Mining (EDM 2019)
  • Int'l Joint Research
• [Presentation] Investigating Error Resolution Processes in C Programming Exercise Courses (2019)
  • Author(s): Yuta Taniguchi, Atsushi Shimada, Shin’Ichi Konomi
  • Organizer: 12th International Conference on Educational Data Mining (EDM 2019)
  • Int'l Joint Research
• [Presentation] Advanced Tools for Digital Learning Management Systems in University Education (2019)
  • Author(s): Atsushi Shimada, Tsubasa Minematsu, Masanori Yamada
  • Organizer: 21st International Conference on Human-Computer Interaction (HCI INTERNATIONAL 2019)
  • Int'l Joint Research
• [Presentation] On-Site Lecture Support Tools Using a Digital Learning Environment (2019)
  • Author(s): Atsushi Shimada, Rin-ichiro Taniguchi
  • Organizer: EDUCAUSE Annual Conference 2019 (EDUCAUSE 2019)
  • Int'l Joint Research
• [Presentation] Clustering of Learners Based on Knowledge Maps (2019)
  • Author(s): Akira Onoue, Atsushi Shimada, Tsubasa Minematsu, Rin-ichiro Taniguchi
  • Organizer: 16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)
  • Int'l Joint Research
• [Presentation] K-TIPS:Knowledge extension based on Tailor-made Information Provision System (2019)
  • Author(s): Keita Nakayama, Atsushi Shimada, Tsubasa Minematsu, Yuta Taniguchi, Rin-ichiro Taniguchi
  • Organizer: 16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)
  • Int'l Joint Research
• [Presentation] Learning Activity Analytics across Courses (2019)
  • Author(s): Atsushi Shimada, Takuro Owatari, Tsubasa Minematsu, Rin-Ichiro Taniguchi
  • Organizer: The 9th International Conference on Learning Analytics & Knowledge (LAK19)
  • Int'l Joint Research
• [Presentation] Learning Support System for Providing Page-wise Recommendation in e-Textbooks (2019)
  • Author(s): Keita Nakayama, Masanori Yamada, Atsushi Shimada, Tsubasa Minematsu, Rin-ichiro Taniguchi
  • Organizer: Society for Information Technology & Teacher Education International Conference 2019
  • Int'l Joint Research
• [Presentation] Page-wise Difficulty Level Estimation using e-Book Operation Logs (2019)
  • Author(s): Tetsuya Shiino, Atsushi Shimada, Tsubasa Minematsu, Kohei Hatano, Yuta Taniguchi, Shin’ichi Konomi, Rin-ichiro Taniguchi
  • Organizer: The 9th International Conference on Learning Analytics & Knowledge (LAK19)
  • Int'l Joint Research
• [Presentation] The Integrated Knowledge Map for Surveying Students’ Learning (2019)
  • Author(s): Akira Onoue, Masanori Yamada, Atsushi Shimada, Rin-ichiro Taniguchi
  • Organizer: The Society for Information Technology and Teacher Education (SITE)
  • Int'l Joint Research
• [Presentation] How Students Flip Pages during Lectures? -Comparison between Power Users and Normal Users- (2019)
  • Author(s): Takuro Owatari, Atsushi Shimada, Tsubasa Minematsu, Rin-ichiro Taniguchi
  • Organizer: LAK19 Data Challenge
  • Int'l Joint Research
• [Presentation] Analytics of the relationship between quiz scores and reading behaviors in face-to-face courses (2019)
  • Author(s): Tsubasa Minematsu, Atsushi Shimada, Rin-Ichiro Taniguchi
  • Organizer: LAK19 Data Challenge, 2019
  • Int'l Joint Research
• [Presentation] Analytics of Reading Patterns Based on Eye Movements in an e-Learning System (2019)
  • Author(s): Tsubasa Minematsu, Kaori Tamura, Atsushi Shimada, Shin'ichi Konomi, Rin-ichiro Taniguchi
  • Organizer: Society for Information Technology & Teacher Education International Conference
  • Int'l Joint Research
• [Presentation] Feature Engineering for Learning Log Analysis (2019)
  • Author(s): Sachio Hirokawa, Chengjiu Yin
  • Organizer: Companion Proceedings 9th International Conference on Learning Analytics & Knowledge
  • Int'l Joint Research
• [Presentation] Path predictions using object attributes and semantic environment (2019)
  • Author(s): Hiroaki Minoura, Tsubasa Hirakawa, Takayoshi Yamashita and Hironobu Fujiyoshi
  • Organizer: Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Application (VISAPP), vol.5, pp. 19-26
  • Int'l Joint Research
• [Presentation] Relation Analysis between Learning Activities on Digital Learning System and Seating Area in Classrooms (2018)
  • Author(s): Atsushi Shimada, Fumiya Okubo, Yuta Taniguchi, Hiroaki Ogata, Rin-ichiro Taniguchi, Shin’ichi Konomi
  • Organizer: 11th International Conference on Educational Data Mining
  • Int'l Joint Research
• [Presentation] Collecting Digital Book Reading Log in Commercial Law Course (2018)
  • Author(s): Zhuo Ren, Chengjiu Yin
  • Organizer: International Joint Conference on Information, Media and Engineering(ICIME)
  • Int'l Joint Research
• [Presentation] Analysis of Behavior Sequences of Students by Using Learning Logs of Digital Books (2018)
  • Author(s): Lingyu Li, Noriko Uosaki, Hiroaki Ogata, Kousuke Mouri, Chengjiu Yin
  • Organizer: International Conference on Computers in Education
  • Int'l Joint Research
• [Presentation] Design and evaluation of seamless learning analytics (2018)
  • Author(s): Kousuke Mouri, Uosaki Noriko, Atsushi Shimada
  • Organizer: International conference on Human-Computer Interaction
  • Int'l Joint Research
• [Presentation] Redesign of a data collection in digital textbook systems (2018)
  • Author(s): Kousuke Mouri, Noriko Uosaki, Atsushi Shimada, Chengjiu Yin, Keiichi Kaneko and Hiroaki Ogata
  • Organizer: International Conference on Learning Technologies and Learning Environments
  • Int'l Joint Research / Invited
• [Presentation] Discovering Hidden Browsing Patterns Using Non-Negative Matrix Factorization (2018)
  • Author(s): Kousuke Mouri, Atsushi Shimada, Chengjiu Yin and Keiichi Kaneko
  • Organizer: International Conference on Educational Data Mining
  • Int'l Joint Research
• [Presentation] Supporting Teaching and Learning with Automaticlly Generated Quiz System (2018)
  • Author(s): Kousuke Mouri, Noriko Uosaki, Mohammad Nehal Hasnine, Atsushi Shimada, Chengjiu Yin, Keiichi Kaneko and Hiroaki Ogata
  • Organizer: World Conference on e-Learning
  • Int'l Joint Research
• [Presentation] Seamless Learning Infrastructure for Finding Relationships Between Lecture and Practical Training (2018)
  • Author(s): Kousuke Mouri, Mohammad Nehal Hasnine,s Takafumi Tanaka, Chengjiu Yin, Atsushi Shimada and Hiroaki Ogata
  • Organizer: International Conference on Computer in Education
  • Int'l Joint Research
• [Presentation] Sensing, Perception and Decision for deep learning based Autonomous Driving (2018)
  • Author(s): Takayoshi Yamashita
  • Organizer: "International Conference on Distributed, Ambient, and Pervasive Interactions (DAPI 2018), pp 152-163"
  • Int'l Joint Research / Invited
• [Presentation] Indoor Positioning System Based on Chest Mounted IMU (2018)
  • Author(s): Lu Chuanhua, Uchiyama Hideaki, Thomas Diego, Shimada Atsushi, Taniguchi Rin-ichiro
  • Organizer: 情報処理学会 モバイルコンピューティングとパーベイシブシステム研究会
• [Presentation] 胸部装着型IMUを用いたPDRシステムの開発 ― IPIN2018のコンペティション参加を通じて (2018)
  • Author(s): 内山 英昭・ル チュアンファ・トマ ディエゴ・島田 敬士・谷口 倫一郎
  • Organizer: 電子情報通信学会 HCGシンポジウム
• [Remarks] 学習教育データ科学 研究ユニット
  • URL: https://www.leds.ait.kyushu-u.ac.jp
• [Remarks] 学習教育データ科学 研究ユニット
  • URL: https://www.leds.ait.kyushu-u.ac.jp/