Supervised machine learning in multimodal learning analytics for estimating success in project-based learning.

Spikol, Daniel, Ruffaldi, Emanuele, Dabisias, Giacomo, Cukurova, Mutlu·2018·Journal of Computer Assisted Learning

Cited by (179)

Items 101–179 of 179

  1. Design Thinking Activities for K-12 Students: Multi-Modal Data Explanations on Coding Performance
    Isabella Possaghi, Feiran Zhang, Kshitij Sharma, Sofia Papavlasopoulou · 2024 · International Conference on Interaction Design and Children
  2. Predicting and Understanding Success in an Innovation-Based Learning Course.
    Lauren Singelmann, Enrique Alvarez Vazquez, Ellen Swartz, Ryan Striker, Mary Pearson, Dan L. Ewert · 2020 · Educational Data Mining
  3. Multimodal Learning Analytics and the Design of Learning Spaces
    Milica Vujović, Davinia Hernández‐Leo, Roberto Martínez‐Maldonado, Mutlu Cukurova, Daniel Spikol · 2022 · Springer eBooks
  4. Advancing Multimodal Collaboration Analytics
    Rachelle Esterhazy, Rogers Kaliisa, Daniel Sánchez, Malcolm Langford, Crina I. Damşa · 2025 · Journal of Learning Analytics
  5. Near future practices of interaction analysis: technology-mediated trends in educational research
    J. Davidsen, Rolf Steier · 2024 · International Journal of Research & Method in Education
  6. How Do Table Shape, Group Size, and Gender Affect On-Task Actions in Computer Education Open-Ended Tasks
    Milica Vujović, Davinia Hernández‐Leo · 2022 · IEEE Transactions on Education
  7. Exploring Multimodality with Online Peer-Facilitated Experiential Learning in Group Work Training
    Chung‐Fan Ni, Chien-Chun Lin, Cass Dykeman · 2023 · The Journal for Specialists in Group Work
  8. Automated Detection of Students’ Gaze Interactions in Collaborative Learning Videos: A Novel Approach
    Qi Zhou, Amartya Bhattacharya, Wannapon Suraworachet, Hajime Nagahara, Mutlu Cukurova · 2023 · Lecture notes in computer science
  9. Multimodal Learning Analytics
    Daniel Spikol, Mutlu Cukurova · 2019 · Encyclopedia of Education and Information Technologies
  10. Creativity in Learning Analytics: A Systematic Literature Review
    Siamak Mirzaei, Hooman Nikmehr, Sisi Liu, Fernando Marmolejo‐Ramos · 2025 · Journal of Intelligence
  11. The Empirical Base of Student Project Collaboration in Higher Education: A Mapping Review
    Ela Sjølie, Eline Rødsjø, Lars Bjørnar Skancke, Paulina Carvajal, Solvor Solhaug, Magnus Rom Jensen, Hilde Kaalvik · 2026 · Review of Educational Research
  12. AI-Based Multimodal Biometrics for Detecting Smartphone Distractions: Application to Online Learning
    Álvaro Becerra, Roberto Daza, Ruth Cobos, Aythami Morales, Mutlu Cukurova, Julián Fiérrez · 2025 · Lecture notes in computer science
  13. The Value of Multimodal Data in Classification of Social and Emotional Aspects of Tutoring
    Mutlu Cukurova, Carmel Kent, Rosemary Luckin · 2019 · Lecture notes in computer science
  14. Eye Tracking and Learning Analytics for Promoting Proactive Teaching and Learning in Classroom: A Survey
    Yuehua Wang, Shulan Lu, Derek Harter · 2020 · International Conference on Education and E-Learning (ICEEL)
  15. Impact of window size on the generalizability of collaboration quality estimation models developed using Multimodal Learning Analytics
    Pankaj Chejara, Luis Pablo Prieto, María Jesús Rodríguez‐Triana, Adolfo Ruiz‐Calleja, Mohammad Khalil · 2023 · International Conference on Learning Analytics and Knowledge (LAK)
  16. A Review of International Research on Artificial Intelligence in Teachers' Teaching
    Qiuyu Duan, Mengxiong Xiao, Yu Bai · 2023 · International Conference on Educational and Information Technology
  17. Augmented Reality User’s Experience: AI-Based Data Collection, Processing and Analysis
    Yevgeniya S. Sulema, Andreas Pester, B. Laforge, Frédéric Andrès · 2023 · Springer series on cultural computing
  18. Understanding Learning Engagement with User-Centered Human-Computer Interaction in a Multimodal Online Learning Environment
    Jiahui Ma, Elizabeth Anne Johnson, Bernadette McCrory · 2023 · Proceedings of the Human Factors and Ergonomics Society Annual Meeting
  19. Temporal pathways to learning: How learning emerges in an open-ended collaborative activity.
    Jauwairia Nasir, Mortadha Abderrahim, Aditi Kothiyal, Pierre Dillenbourg · 2022 · Computers and Education Artificial Intelligence
  20. Students’ Attitude on the Benefits of Project-Based Learning in the Multimodal Platform
    Sukiawati Sukiawati, Sitti Nurfaidah · 2021 · AL LUGHAWIYAAT
  21. A review of machine learning-based approaches for corrosion rate prediction
    B. Harun, M.A. Islam · 2026 · Next Materials
  22. Everyone Matters: A Multimodal Learning Analysis Framework Based on Individual Time Series
    Ran Bao, Jianyong Chen · 2024 · Technology Knowledge and Learning
  23. Exploring the Transformative Potential of Machine Learning in Engineering and STEM Education: A Comprehensive Study on Enhancing Cognitive Levels and Learning Insights
    Karen Ariadna Guzman Vega, Santa Tejeda · 2023 · World Engineering Education Forum - Global Engineering Deans Council (WEEF-GEDC)
  24. THE LEARNING ENVIRONMENT OF A FAR-FLUNG NATIONAL HIGH SCHOOL: STAKEHOLDERS’ PERSPECTIVE
    Phoebe Christina S. Alcontin, Khristine Marie D. Concepcion · 2024 · European Journal of Education Studies
  25. Teaching of Physics in Engineering from Problem-Based and Project-Based Learning Approaches
    Manuel Emilio Milla Pino, Freddi Roland Rodríguez Ordóñez, Ricardo Ángel Shimabuku Ysa, Diomer Marino Jara Llanos, Maria Cruz · 2024 · International Journal of Engineering Pedagogy (iJEP)
  26. Bridging the Gap Between Informal Learning Pedagogy and Multimodal Learning Analytics
    Rawad Hammad, Mohammed Bahja, Mohammad Amin Kuhail · 2022 · Springer eBooks
  27. Exploring efficiencies of informal learning space: a case study
    Tripp Harris, Tracey Birdwell, Merve Basdogan · 2024 · Journal of Applied Research in Higher Education
  28. Transformative AI Tools for Inclusive and Holistic Learning Environments
    Ryan Le · 2025 · Advances in computational intelligence and robotics book series
  29. The Digital Educator's Toolkit: Leveraging AI for Effective Learning Analytics
    Alvaro Ruiz Rodriguez, Andrés Chiappe, Eric Ortega González · 2025 · Multidisciplinary Journal for Education Social and Technological Sciences
  30. A Systematic Analysis of Machine Learning Studies in Education
    Şule Taşlı Pektaş · 2023 · International Conference on Education Technology and Computer
  31. Using Multi-Modal Data to Cluster Student’s Behavior within Embodied Learning Context
    Neila Chettaoui, Ayman Atia, Med Salim Bouhlel · 2024 · International Conference on Information and Communication Systems (ICICS)
  32. Künstliche Intelligenz in den Naturwissenschaftsdidaktiken – gekommen, um zu bleiben: Potenziale, Desiderata, Herausforderungen
    Andreas Nehring, David Buschhüter, Marcus Kubsch, Tobias Ludwig, Peter Wulff, Knut Neumann · 2025 · Zeitschrift für Didaktik der Naturwissenschaften
  33. A Multi-Method Approach for Exploring Programming Trajectories Through Log Data: Insights from Data Visualization Tasks
    Cassia De Oliveira Fernandez, Paulo Blikstein, Roseli de Deus Lopes · 2025 · Journal of Science Education and Technology
  34. Visualization of Students’ Solutions as a Sequential Network
    Nathan Hurtig, Joseph E. Hollingsworth, Olga Scrivner · 2022 · IEEE Global Engineering Education Conference (EDUCON)
  35. Network Visualization and Assessment of Student Reasoning About Conditionals
    Nathan Hurtig, Joseph E. Hollingsworth, Sarah Blankenship, Eileen T Kraemer, Murali Sitaraman, Jason O. Hallstrom · 2022 · ACM Conference on Innovation and Technology in Computer Science Education (ITiCSE)
  36. Applied Electromagnetics Course with a Conceiving-Designing-Implementing-Operating Approach in Engineering Education
    Manuel Pérez, Jairo Alberto Hurtado, Juan Cruz · 2022 · Ingenieria y Universidad
  37. Automated Assessment and Guidance of Project Work
    Victoria Abou-Khalil, Andrew Vargo, Rwitajit Majumdar, Michele Magno, Manu Kapur · 2023 · Communications in computer and information science
  38. Learning Analytics and Machine Learning
    Aisha Almaazmi, Elham Karmastaji, Shadi Atallah, Hamzah Ali Alkhazaleh, Wathiq Manoor · 2022 · International Conference on Signal Processing and Information Security (ICSPIS)
  39. CrossMMLA in practice: Collecting, annotating and analyzing multimodal data across spaces
    Michail N. Giannakos, Daniel Spikol, Inge Molenaar, Daniele Di Mitri, Kshitij Sharma, Xavier Ochôa, Rawad Hammad · 2020 · Diva portal (Dalarna University Library)
  40. In-Detail Analysis on Custom Teaching and Learning Framework
    Subhabrata Sengupta, Anish Banerjee, Satyajit Chakrabarti · 2020 · International Journal of Computer Applications
  41. Multimodal Learning Analytics
    Daniel Spikol, Mutlu Cukurova · 2020 · Encyclopedia of Education and Information Technologies
  42. Behind the Scenes: Unpacking Students' Experience during a Collaborative AI Workshop using Multi-Modal Data
    Isabella Possaghi, Feiran Zhang, Kshitij Sharma, Sofia Papavlasopoulou · 2025 · ACM International Conference on Interaction Design and Children (IDC)
  43. A quarter century of advances in collaboration sensing: a comprehensive review of high-frequency metrics and their connection to collaborative constructs from 2000 to 2025
    Bertrand Schneider, Xiao Fang, Shinyi Kang, Pankaj Chejara, Jiajun Bu · 2025 · International Journal of Computer-Supported Collaborative Learning
  44. Development of Entrepreneurial Teaching Materials by Using Project-Based Learning Model in Improving Students' Creativity and Self-Confidence
    Iswidana Utama Putra, Nopriansah Nopriansah, Melly Susanti · 2020 · Tarbawi Jurnal Keilmuan Manajemen Pendidikan
  45. Emerging Techniques for Online Learning Analytics
    Yidan Wang, Xiaoran Huang, Qijing Yu, YuXuan Lai · 2023 · Communications in computer and information science
  46. Exploring Collaboration Readiness with Multimodal Learning Analytics: The Value of Generative Preparation Activities
    Qi Zhou, Wannapon Suraworachet, Mutlu Cukurova · 2024 · Lecture notes in computer science
  47. A Deep Dive into a Groundbreaking Approach to Machine Learning-Powered E-Learning
    Subhabrata Sengupta, Rupayan Das, Satyajit Chakrabarti · 2024 · EMITTER International Journal of Engineering Technology
  48. Humanity Amplified: The Fusion of Deep Learning and Human Insight to Shape the Future of Innovation
    Stefan Bauschard, Sabba Quidwai · 2023 · SSRN Electronic Journal
  49. Knowledge Landscape and Trend Analysis of Project-Based Learning Education Research in the Last Decade: A CiteSpace Bibliometric Study
    Qiupu Jiang · 2024 · African Journal of Humanities and Social Sciences
  50. Learning analytics: Artificial intelligence and learning in classroom instruction
    Knut Neumann · 2026 · Unterrichtswissenschaft
  51. Using Machine Learning Methods to Understand Students’ Performance in an Engineering Course
    Wei Lek Kwan, Gim-Yang Maggie Pee, Li Ling Apple Koh, Mei Xuan Tan · 2022 · IEEE Global Engineering Education Conference (EDUCON)
  52. A Multi-Modal Convolutional Neural Network Model for Intelligent Analysis of the Influence of Music Genres on Children’s Emotions
    Qingfang Qian, Xiaofeng Chen · 2022 · Computational Intelligence and Neuroscience
  53. Teaching Accelerated Computing and Deep Learning at a Large-Scale with the NVIDIA Deep Learning Institute
    Bálint Gyires-Tóth, Işıl Öz, Joe Bungo · 2023 · The Journal of Computational Science Education
  54. Analysis Of the Effectiveness of LKPD Based on Project Based Learning (PJBL) To Stimulate Students’ Critical Thinking
    Kris Dayanti, Nanang Khuzaini, Bernard Febriyanto, Syahrul Gunadi, Nady Fricelaa · 2022 · Al-Hijr Journal of Adulearn World
  55. Collaborative Learning Theory and Analytics
    Alyssa Friend Wise · 2024 · Springer eBooks
  56. 5A3_0279_ INTERNSHIPS AS A PROJECT BASED LEARNING FOR INTERNATIONAL STUDENTS AT FT TUL
    Pavla Těšinová · 2019 · AUTEX World Textile Conference (AUTEX)
  57. Systematic literature review on domestic educational research using EEG
    Seohyun Choi, Minjeong Kim, Dongsik Kim · 2022 · Journal of Digital Contents Society
  58. Refining the ML/DL Argument for the SensorAble Project
    DAVID RUTTENBERG, Kaśka Porayska‐Pomsta, Sarah Joanne White, Joni Holmes · 2020
  59. Improved Data Segmentation Architecture for Early Size Estimation using Machine Learning
    Manisha Manisha, Rahul Rishi, Sonia Sharma · 2022 · International Journal of Advanced Computer Science and Applications
  60. Learning analytics
    James Fiacco, Shiyan Jiang, David Adamson, Carolyn Penstein Rosé · 2022 · Elsevier eBooks
  61. Prediction model of teacher candidate student graduation status: Decision Tree C4.5, Naive Bayes, and k-NN
    Kartianom Kartianom, Arpandi Arpandi, Gulzhaina Kuralbayevna Kassymova, Oscar Ndayizeye · 2022 · Ekspose Jurnal Penelitian Hukum dan Pendidikan
  62. La tecnología como herramienta en los procesos educativos
    Edison Fernando Bonifaz Aranda, Alexandra Valeria Villagómez Cabezas, Edison Paúl Barba Tamayo, Alfredo Rodrigo Colcha Ortiz · 2023 · PUERTO MADERO EDITORIAL eBooks
  63. Analysis of the Effectiveness of LKPD Based on Project Based Learning (PJBL) to Stimulate Students' Critical Thinking
    Kris Dayanti, Nanang Khuzaini, Bernard Febriyanto, Syahrul Gunadi, Nady Fricelaa · 2023 · Al-Hijr Journal of Adulearn World
  64. Fa'aliyatu Namudzaji al-Ta'allumi al-Qaimi 'ala al-Masyari' fi Tanmiyati Maharati al-Kitabah lada Thalabati Qismi Ta'limi al-Lughati al-'Arabiyati fi Jami'ah Jambi fi Muqarrari Mabadi' al-Insya'
    Abdul Muid, Firman Afrian Pratama · 2023 · Ummul Qura Jurnal Institut Pesantren Sunan Drajat (INSUD) Lamongan
  65. The development of a problem based learning (PBL) based e-worksheet to enhance students’ independent learning with hydrocarbon materials
    Siti Imroatus Sa’adah, Jaslin Ikhsan · 2024 · AIP conference proceedings
  66. Hot Spots and Insights in the International Research Field of Multimodal Learning Analytics: Data Visualization and Analysis Based on CiteSpace
    Wenting Lin, Yang Luo, Qian Gu, Xinxiang Huang, Liuming He, Yingdong Hu, Ling Xie · 2024 · International Conference on Information Science and Education (ICISE-IE)
  67. Shaping Creativity
    Sofia Strukova, Manuel J. Gomez, José A. Ruipérez‐Valiente · 2025 · Journal of Learning Analytics
  68. Learning and Teaching in AI-Empowered Higher Education
    Yun Long, Yunan Zhu, Yu Zhang · 2025 · Research of Chinese education
  69. Estimating Discussion State from Head Movements in Collaborative Learning Environments
    Hayato Kawashima, Ryosuke Nakamura, Ryunosuke Nishimura, Hironori Egi · 2025 · Lecture notes in computer science
  70. Advanced effort estimation in software projects using ensemble-based fusion techniques
    Ritu, Pankaj Bhambri, Mudassir Khan, Barga Mohammed Mujahid · 2026 · Egyptian Informatics Journal
  71. Exploring the relationship between computational thinking behaviors and socially shared metacognitive regulation in collaborative coding across task complexity
    Yoonhee Shin, Donggil Song, Seohyun Choi, sujung Lee · 2026 · Education and Information Technologies
  72. Human-AI collaboration in classroom video analysis: evaluating the feasibility and usability of multimodal large language models for nonverbal behavior recognition
    Yiqiu Zhou, Jina Kang, Ha Nguyen · 2026 · Behaviour and Information Technology
  73. Enhancing Open Learning Environments Through Multimodal AI-Based Learning Analytics
    Nanjiang Chen · 2026 · International Conference on Electronics Technology and Artificial Intelligence (ETAI)
  74. New Ways to Teach and Learn Pragmatics for Advancing Academic Communication Competence: An AI-Mediated Multimodal Platform
    Tressyalina Tressyalina, Bima Mhd Ghaluh, Ella Wulandari, Ena Noveria, Ermawati Arief · 2026 · Language Teaching Research
  75. Hot Spots and Insights in the International Research Field of Multimodal Learning Analytics: Data Visualization and Analysis Based on CiteSpace
    Lin Wenting, Gu Qian, He LiuMing, Xie Ling, Luo Yang · 2026 · Lecture notes in educational technology
  76. Multimodal AI for School Dropout Detection and Prevention: A Systematic Mapping Study
    Reida Ilal, Yassine Zaoui Seghroucheni, Ahmed Echchoayeby, Soumia Ziti · 2026 · International Conference on Innovative Research in Applied Science, Engineering and Technology (IRASET)
  77. PETAI: Human–AI Teaming for Consent-First Personalized Education in Industry 4.0 Using Multimodal, Low-Intrusion Signals
    Sutharsan Chiranjeevi Partha Saarathy, Sadia Riaz · 2026 · International Conference on Integrated Intelligence and Cognitive Engineering (ICIICE)
  78. Gaze to Insight: A Scalable AI Approach for Detecting Gaze Behaviours in Face-To-Face Collaborative Learning
    Junyuan Liang, Qi Zhou, Sahan Bulathwela, Mutlu Cukurova · 2026 · Lecture notes in computer science
  79. Innovating Assessment in Higher Education in the Age of AI
    Blaženka Divjak, Barbi Svetec, Katarina Pažur Aničić · 2026 · Communications in computer and information science