学習教育データ科学 研究ユニット

論文リスト

論文リスト

2023年度

論文誌 (査読有)

Learning behavioral patterns of students with varying performance in a high school mathematics course using an e-book system

Research and Practice in Technology Enhanced Learning, Vol.19, 2023.12


A System to Realize Time- and Location-Independent Teaching and Learning Among Learners Through Sharing Learning-Articles

Towards a Collaborative Society Through Creative Learning, Vol.685, pp.475?487, 2023.09


Development and Evaluation of a Field Environment Digest System for Agricultural Education

Towards a Collaborative Society Through Creative Learning, Vol.685, pp.87-99, 2023.09


How Students Use Learning Analytics Dashboards in Higher Education: A Learning Performance Perspective

SAGE Open, Vol.13, No.3, 2023.08

国際会議 (査読有)

Analysing Learner Behaviour in an Ontology-Based E-learning System: A Graph Neural Network Approach

The Fourteenth International Conference on Learning Analytics & Knowledge (LAK24 Companion Proceedings), pp.287-289, 2024.03


A Deep learning Grade Prediction Model of Online Learning Performance Based on knowledge learning representation

The 6th Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK24 Data Challenge), 2024.03


Educational Data Analysis using Generative AI

The 6th Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK24 Data Challenge), 2024.03


Investigating Programming Performance Predictability from Embedding Vectors of Coding Behaviors

International Conference on Computers in Education 2023 (ICCE2023), Vol.1, pp.487-489, 2023.12


Designing Worksheet for Using ChatGPT: Towards Enhancing Information Retrieval and Judgment Skills

IEEE International Conference on Teaching, Assessment and Learning for Engineering (TALE 2023), 2023.11


Improvement of Image Segmentation Model for Handwritten Notebook Analytics

IEEE International Conference on Image Processing (ICIP2023), 2023.10


LECTOR: An attention-based model to quantify e-book lecture slides and topics relationships

The 16th International Conference on Educational Data Mining (EDM2023), pp.419-424, 2023.07


Predicting Student Scores Using Browsing Data and Content Information of Learning Materials

The 24th International Conference on Artificial Intelligence in Education (AIED2023), Vol.2, pp.555-560, 2023.07


Contrastive Learning For Reading Behavior Embedding in E-book System

The 24th International Conference on Artificial Intelligence in Education (AIED2023), Vol.1, pp.426-437, 2023.07

2022年度

論文誌 (査読有)

Adaptive Learning Support System Based on Automatic Recommendation of Personalized Review Materials

IEEE Transactions on Learning Technologies, Vol.16, No.1, pp.92 - 105, 2023.02


Recurrent Neural Network-FitNets: Improving Early Prediction of Student Performance by Time-Series Knowledge Distillation

Journal of Educational Computing Research, 2022.10


Visualizing Source-Code Evolution for Understanding Class-Wide Programming Processes

Sustainability, Vol.14, No.13, 2022.07


Live Sharing of Learning Activities on E-Books for Enhanced Learning in Online Classes

Sustainability, Vol.14, No.12, 2022.06

国際会議 (査読有)

LSTM with Attention Mechanism for Students’ Performance Prediction Based on Reading Behavior

The 5th Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK23 Data Challenge), 2023.03


Scaled-Dot Product Attention for Early Detection of At-Risk Students

IEEE International Conference on Teaching, Assessment and Learning for Engineering (TALE2022), pp.316-322, 2022.12


Topic-Based Representation of Learning Activities for New Learning Pattern Analytics

International Conference on Computers in Education 2022 (ICCE2022), Vol.1, pp.268-278, 2022.11


Assessment of At-Risk Students’ Predictions From E-Book Activities Representations In Practical Applications

International Conference on Computers in Education 2022 (ICCE2022), Vol.1, pp.279-288, 2022.11


Detection of At-Risk Students in Programming Courses

International Conference on Computers in Education 2022 (ICCE2022), Vol.1, pp.308-313, 2022.11


Development and Evaluation of a Field Environment Digest System for Agricultural Education

IFIP World Conference on Computers in Education (WCCE2022), 2022.08


A system to realize time- and location-independent teaching and learning among leaners through sharing learning-articles

IFIP World Conference on Computers in Education (WCCE2022), 2022.08

2021年度

論文誌 (査読有)

学習者主体型教育を実現する学習分析基盤

電子情報通信学会誌, Vol.104, No.8, pp.867-871, 2021.08


オンライン授業の技術動向,今後の課題

電気学会誌, Vol.141, No.5, pp.296-299, 2021.05

国際会議 (査読有)

How Does Analysis of Handwritten Notes Provide Better Insights for Learning Behavior?

The 12th International Learning Analytics and Knowledge Conference, 2022.03


Encoding students reading characteristics to improve low academic performance predictive models

The 12th International Conference on Learning Analytics & Knowledge (LAK22), 2022.03


Exploring the use of probabilistic latent representations to encode the students' reading characteristics

The 4th Workshop on Predicting Performance Based on the Analysis of Reading Behavior, 2022.03


Coding Trajectory Map: Student Programming Situations Made Visually Locatable

The 12th Internal Learning Analytics and Knowledge Conference, 2022.03


Predicting student performance based on Lecture Materials data using Neural Network Models

The 4th Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK22 Data Challenge), 2022.03


Can Learning Logs Be Useful Evidence in Cheating Analysis in Essay-type Questions?

The 12th Internal Learning Analytics and Knowledge Conference, 2022.03


New Perspective on Input Feature Analysis for Early Feedback by Student Performance Prediction Considering the Future Effect

The 12th Internal Learning Analytics and Knowledge Conference, 2022.03


Learning Analytics of the Relationships among Knowledge Constructions, Self-regulated Learning, and Learning Performance

IEEE International Conference on Teaching, Assessment and Learning for Engineering (TALE), 2021.12


Performance prediction and importance analysis using Transformer

ICCE Sub-Conference on Artificial Intelligence in Education/Intelligent Tutoring System (AIED/ITS) and Adaptive Learning (AL), 2021.11


ESTIMATING LEARNING ASSISTANCE SKILLS USING LEARNING ANALYTICS

18th International Conference on Cognition and Exploratory Learning in Digital Age 2021 (CELDA2021), 2021.10


Composing Learning Environments with e-Textbook System

Third International Workshop on Inteligent Textbooks 2021, 2021.06


Early Detection of At-risk Students based on Knowledge Distillation RNN Models

Educational Data Mining 2021, 2021.06


Development of a Time Management Skill Support System Based on Learning Analytics

Companion Proceedings 10th International Conference on LAK2021, 2021.04


Student Response Estimation using E-book Reading Logs with Textbook Information

The 11th International Conference on Learning Analytics & Knowledge (LAK21), 2021.04

2020年度

論文誌 (査読有)

Putting learning back into learning analytics: actions for policy makers, researchers, and practitioners

Educational Technology Research and Development, 2020.11


Development and evaluation of a visualization system to support meaningful e-book learning

Interactive Learning Environments, 2020.09

国際会議 (査読有)

Real-time Feedback Dashboard for Students in Online Class

2020 IEEE An International Conference on Engineering, Technology and Education (TALE2020), pp.953-959, 2020.12 


Factors of the use of learning analytics dashboard that affect metacognition

17th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2020), 2020.11


Learning Support through Personalized Review Material Recommendations

7th Workshop on Learning Analytics (LA) Technologies & Practices for Evidence-based Education, 2020.11


OpenLA: Library for Efficient E book Log Analysis and Accelerating Learning Analytics

The 28th International Conference on Computers in Education, 2020.11


Learning Analytics of the Relationships among Learning Behaviors, Learning Performance, and Motivation

IEEE 20th International Conference on Advanced Learning Technologies (ICALT), 2020.07


Visualization and Analysis for Supporting Teachers Using Clickstream Data and Eye Movement Data

8th International Conference on Distributed, Ambient and Pervasive Interactions, pp.581-592, 2020.07

2019年度

論文誌 (査読有)

Direction of collaborative problem solving-based STEM learning by learning analytics approach

Research and Practice in Technology Enhanced Learning, Vol.14, No.1, pp.1-28, 2019.12


Educational data mining for discovering hidden browsing patterns using non-negative matrix factorization

Interactive Learning Environments, 2019.05


An automatic quiz generation system utilizing digital textbook logs

Interactive Learning Environments, 2019.05

国際会議 (査読有)

Social Knowledge Mapping Tool for Interactive Visualization of Learner's Knowledge

The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK20 Data Challenge) , 2020.03 


What Activity Contributes to Academic Performance?

The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK20 Data Challenge) , 2020.03


Evaluating the Accuracy of Real-time Learning Analytics in Student Activities

The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK20 Data Challenge) , 2020.03


OpenLA: An Open-Sourse Library for e-Book Log Analytics

The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK20 Data Challenge) , 2020.03


For Evidence-Based Class Design with Learning Analytics: A Proposal of Preliminary Practice Flow Model in High School

The 10th International Conference on Learning Analytics & Knowledge (LAK20), 2020.03


Effects of In-class and Out-of-class Learning Behaviors on Learning Performance and Self-regulated Learning Awareness

The 10th International Conference on Learning Analytics & Knowledge (LAK20), 2020.03


Development of a Learning Dashboard Prototype Supporting Meta-cognition for Students

The 10th International Conference on Learning Analytics & Knowledge (LAK20), 2020.03


Analytics of Multimodal Learning Logs for Page Difficulty Estimation

The 10th International Conference on Learning Analytics & Knowledge (LAK20) , 2020.03


Recommendation of Personalized Learning Materials based on Learning History and Campus Life Sensing

The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK20 Data Challenge) , 2020.03


Score Prediction Based on Page Feature Clustering

The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK20 Data Challenge) , 2020.03


Automatic Retrieval of Learning Contents Related to Quizzes for Supporting Students’ Enhanced Reviews

The 2nd Workshop on Predicting Performance Based on the Analysis of Reading Behavior (LAK20 Data Challenge) , 2020.03


Factors investigation of learning behaviors affecting learning performance and self-regulated learning

2019 IEEE International Conference on Engineering, Technology and Education (IEEE TALE 2019), pp.676-681, 2019.12


A framework for sharing learner generated contents in collaborative learning

Proceedings of the 9th Asia-Pacific Conference on Library & Information Education and Practice (A-LIEP 2019), pp.477-479, 2019.11


INTEGRATED CONTEXTUAL LEARNING ENVIRONMENTS WITH SENSOR NETWORK FOR CROP CULTIVATION EDUCATION: CONCEPT AND DESIGN

16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019), 2019.11


K-TIPS:Knowledge extension based on Tailor-made Information Provision System

16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019), 2019.11


Clustering of Learners Based on Knowledge Maps

16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019), 2019.11


On-Site Lecture Support Tools Using a Digital Learning Environment

EDUCAUSE Annual Conference 2019 (EDUCAUSE 2019), 2019.10 


Integrating Multimodal Learning Analytics and Inclusive Learning Support Systems for People of All Ages

21st International Conference on Human-Computer Interaction (HCI INTERNATIONAL 2019), 2019.07


Elicitation of Appropriate Scratching Zones based on Lecture Slide Layouts

21st International Conference on Human-Computer Interaction (HCI INTERNATIONAL 2019), 2019.07


Advanced Tools for Digital Learning Management Systems in University Education

21st International Conference on Human-Computer Interaction (HCI INTERNATIONAL 2019), 2019.07


Investigating Error Resolution Processes in C Programming Exercise Courses

12th International Conference on Educational Data Mining (EDM 2019), 2019.06


Optimizing Assignment of Students to Courses based on Learning Activity Analytics

12th International Conference on Educational Data Mining (EDM 2019), 2019.06


Proposal and Implementation of an Elderly-oriented User Interface for Learning Support Systems

Learning @ Scale 2019, 2019.06


Pilot Study to Estimate “Difficult” Area in e-Learning Material by Physiological Measurements

Learning @ Scale 2019, 2019.06

その他 (査読無し)

Learning Support Ssytems Based on Cohesive Learning Analytics

Emerging Trends in Learning Analytics: Leveraging the Power of Education Data, Brill Sense, Myint Swe Khine, pp.223-248, 2019.05

2018年度

論文誌 (査読有)

Real-Time Learning Analytics System for Improvement of On-Site Lectures

Interactive Technology and Smart Education, Vol.15, No.4, pp.314-331, 2018.12


Exploring the Relationships between Reading Behavior Patterns and Learning Outcomes based on Log Data from e-books: A Human Factor Approach

International Journal of Human-Computer Interaction, 2018.11 


Congestion Analysis Across Locations Based on Wi-Fi Signal Sensing

Pattern Recognition Applications and Methods, pp.204-221, 2018.06 

国際会議 (査読有)

Recommending Highlights on Students' E-Textbooks

Society for Information Technology & Teacher Education International Conference 2019, 2019.03


Learning Activity Analytics across Courses

The 9th International Conference on Learning Analytics & Knowledge (LAK19) , 2019.03


Learning Support System for Providing Page-wise Recommendation in e-Textbooks

Society for Information Technology & Teacher Education International Conference 2019, 2019.03


Page-wise Difficulty Level Estimation using e-Book Operation Logs

The 9th International Conference on Learning Analytics & Knowledge (LAK19) , 2019.03


The Integrated Knowledge Map for Surveying Students’ Learning

The Society for Information Technology and Teacher Education (SITE), 2019.03


How Students Flip Pages during Lectures? -Comparison between Power Users and Normal Users-

LAK19 Data Challenge, 2019.03


Analytics of the relationship between quiz scores and reading behaviors in face-to-face courses

LAK19 Data Challenge, 2019.03


Analytics of Reading Patterns Based on Eye Movements in an e-Learning System

Society for Information Technology & Teacher Education International Conference, pp.744-749, 2019.03


Seamless Learning Infrastructure for Finding Relationships Between Lectures and Practical Training

26th International Conference on Computers in Education, 2018.11


Supporting Teaching/Learning with Automatically Generated Quiz System

World Conference on e-Learning, 2018.10


BR-MAP: CONCEPT MAP SYSTEM USING E-BOOK LOGS

15th International Conference on Cognition and Exploratory Learning in Digital Age 2018, 2018.10


Early Change Detection Based on SpotRank

The ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) , 2018.10


Potential of Wearable Technology for Super-Aging Societies

20th International Conference, HCI International 2018, 2018.07


Design and Evaluation of Seamless Learning Analytics

20th International Conference, HCI International 2018, 2018.07


Towards Supporting Multigenerational Co-creation and Social Activities: Extending Learning Analytics Platforms and Beyond

20th International Conference, HCI International 2018, 2018.07


Visualization of Real World Activity on Group Work

20th International Conference, HCI International 2018, 2018.07


Relation Analysis between Learning Activities on Digital Learning System and Seating Area in Classrooms

11th International Conference on Educational Data Mining, 2018.07


How are Students Struggling in Programming? Understanding Learning Processes from Multiple Learning Logs

11th International Conference on Educational Data Mining, pp.510-513, 2018.07


Discovering Hidden Browsing Patterns Using Non-Negative Matrix Factorization

11th International Conference on Educational Data Mining, pp.568-570, 2018.07


Redesign of a data collection in digital textbook systems

International Conference on Learning Technologies and Learning Environments, 2018.07


Extending Learning Analytics Platforms to Support Elderly People

International Workshop on Information Search, Integration, and Personalization, 2018.05

2017年度

論文誌 (査読有)

Learning analytics of the relationships among self-regulated learning, learning behaviors, and learning performance

Research and Practice in Technology Enhanced Learning, Vol.12, No.1, pp.1-17, 2017.07


Learning Analytics for E-Book-Based Educational Big Data in Higher Education

Smart Sensors at the IoT Frontier, pp.327-350, 2017.05

国際会議 (査読有)

Online Change Detection for Monitoring Individual Student Behavior via Clickstream Data on e-Book System

8th International Conference on Learning Analytics & Knowledge (LAK’18), pp.446-450, 2018.03


On the Prediction of Students’ Quiz Score by Recurrent Neural Network

Multimodal Learning Analytics Across Spaces Workshop (CrossMMLA), 2018.03


Real-time Analysis of Digital Textbooks: What Keywords Make Lecture Difficult?

25th International Conference on Computers in Education (ICCE2017), pp.733-735, 2017.12


Analysis on Students’ Usage of Highlighters on Etextbooks in Classroom

25th International Conference on Computers in Education (ICCE2017), pp.514-516, 2017.12


Students’ Performance Prediction Using Data of Multiple Courses by Recurrent Neural Network

25th International Conference on Computers in Education (ICCE2017), pp.439-444, 2017.12


Cross Analytics of Student and Course Activities from e-Book Operation Logs

25th International Conference on Computers in Education (ICCE2017), pp.433-438, 2017.12


EXPLORING STUDENTS’ LEARNING JOURNALS WITH WEB-BASED INTERACTIVE REPORT TOOL

14th INTERNATIONAL CONFERENCE on COGNITION AND EXPLORATORY LEARNING IN THE DIGITAL AGE (CELDA 2017), pp.251-254, 2017.10


A LECTURE SUPPORTING SYSTEM BASED ON REAL-TIME LEARNING ANALYTICS

14th INTERNATIONAL CONFERENCE on COGNITION AND EXPLORATORY LEARNING IN THE DIGITAL AGE (CELDA 2017), pp.197-204, 2017.10


A VISUALIZATION SYSTEM FOR PREDICTING LEARNING ACTIVITIES USING STATE TRANSITION GRAPHS

14th INTERNATIONAL CONFERENCE on COGNITION AND EXPLORATORY LEARNING IN THE DIGITAL AGE (CELDA 2017), pp.173-180, 2017.10


Towards a Learner-Centric Notification Environment for Multimodal Learning Platforms

Cross Multimodal Learning Analytics Workshop, 2017.09


Revealing Hidden Impression Topics in Students' Journals Based on Nonnegative Matrix Factorization

IEEE International Conference on Advanced Learning Technologies(ICALT2017), pp.298-300, 2017.07


Real-time Learning Analytics of e-Book Operation Logs for On-site Lecture Support

IEEE International Conference on Advanced Learning Technologies(ICALT2017), pp.274-275, 2017.07


Face-to-Face Teaching Analytics: Extracting Teaching Activities from E-book Logs via Time-Series Analysis

IEEE International Conference on Advanced Learning Technologies(ICALT2017), pp.267-268, 2017.07


A Meaningful Discovery Learning Environment for E-book Learners

IEEE Global Engineering Education Conference (EDUCON 2017), 2017.04

2016年度

論文誌 (査読有)

Automatic Summarization of Lecture Slides for Enhanced Student Preview -Technical Report and User Study-

IEEE Transactions on Learning Technologies, Vol.11, No.2, pp.165-178, 2017.03


A Knowledge Comparison Environment for Supporting Meaningful Learning of E-Book Users

Systems 2016, Vol.4(2), No.21, 2016.05 

国際会議 (査読有)

M2B System: A Digital Learning Platform for Traditional Classrooms in University

The 7th International Conference on Learning Analytics & Knowledge Understanding, 2017.03


Reproducibility of Findings from Educational Big Data: A Preliminary Study

The 7th International Conference on Learning Analytics & Knowledge Understanding, 2017.03


A Neural Network Approach for Students’ Performance Prediction

The 7th International Conference on Learning Analytics & Knowledge Understanding, 2017.03


Real-time Learning Analytics for C Programming Language Courses

The 7th International Conference on Learning Analytics & Knowledge Understanding, 2017.03


Finding traces of high and low achievers by analyzing undergraduates’ e-book logs

International Workshop on Learning Analytics Across Physical and Digital Spaces (Cross-LAK 2017), 2017.03


Learning Analytics in Ubiquitous Learning Environments: Self-Regulated Learning Perspective

Proceedings of the 24th International Conference on Computers in Education (ICCE2016), pp.306-314, 2016.11


Subjective sensing of real world activity on group study

The Eighth International Conference on Collaboration Technologies (CollabTech 2016) , pp.5-8, 2016.09


Automatic Summarization System of Lecture Slides

The International Workshop on Learning Analytics and Educational Data Mining (LAEDM 2016), 2016.09


Bayesian Network for predicting students’ final grade using e-book Logs in University Education

IEEE International Conference on Advanced Learning Technologies(ICALT2016), pp.85-89, 2016.07


Browsing-Pattern Mining from e-Book Logs with Non-negative Matrix Factorization

the 9th International Conference on Educational Data Mining, pp.636-637, 2016.06


Learning Activity Features of High Performance Students

Cross-LAK2016, 2016.04


Automatic Generation of Personalized Review Materials Based on Across-Learning-System Analysis

Cross-LAK2016, 2016.04


Profiling High-achieving Students for E-book-based Learning Analytics

Cross-LAK2016, 2016.04 

2015年度

国際会議 (査読有)

Visualization and Prediction of Learning Activities by Using Discrete Graphs

The 23rd International Conference on Computers in Education (ICCE2015), pp.739-744, 2015.12


Error Log Analysis in C Programming Language Courses

The 23rd International Conference on Computers in Education (ICCE2015), pp.641-650, 2015.12


E‐Book‐based Learning Analytics in University Education

The 23rd International Conference on Computers in Education (ICCE2015), pp.401-406, 2015.12

Best technology design paper award candidate


Automatic Summarization of Lecture Slides for Enhanced Student Preview

The 23rd International Conference on Computers in Education (ICCE2015), pp.218-227, 2015.12

(Best overall paper award candidate)


Analysis of Preview and Review Patterns in Undergraduates’ E‐Book Logs

The 23rd International Conference on Computers in Education (ICCE2015), pp.166-171, 2015.12


Identifying and Analyzing the Learning Behaviors of Students using e‐Books

The 23rd International Conference on Computers in Education (ICCE2015), pp.118-120, 2015.12


Analysis of Links among E-books in Undergraduates’ E-Book Logs

The 1st workshop on e-Book-based Educational Big Data for Enhancing Teaching and Learning, pp.665-669, 2015.11


Visualization Supports for E-book Users from Meaningful Learning Perspective

The 1st workshop on e-Book-based Educational Big Data for Enhancing Teaching and Learning, pp.643-648, 2015.11


Analyzing the Features of Learning Behaviors of Students using e-Books

The 1st workshop on e-Book-based Educational Big Data for Enhancing Teaching and Learning, pp.617-626, 2015.11


Analysis of Preview Behavior in E-Book System

The 1st workshop on e-Book-based Educational Big Data for Enhancing Teaching and Learning, pp.593-600, 2015.11


Error Log Analysis for Improving Educational Materials in C Programming Language Courses

The 2nd ICCE workshop on Learning Analytics (LA2015), pp.412-417, 2015.11


Informal Learning Behavior Analysis Using Action Logs and Slide Features in E-Textbooks

2015 IEEE 15th International Conference on Advanced Learning Technologies, pp.116-117, 2015.07


Preliminary Research on Self-Regulated Learning and Learning Logs in a Ubiquitus Learning Environment

2015 IEEE 15th International Conference on Advanced Learning Technologies, pp.93-95, 2015.07

2014年度

国際会議 (査読有)

Smart Phone based Data Collecting System for Analyzing Learning Behaviors

22nd International Conference on Computers in Education (ICCE 2014), 2014.11