Research Output 2017 2019

2019

Detecting Mistakes in CPR Training with Multimodal Data and Neural Networks

Di Mitri, D., Schneider, J., Specht, M. & Drachsler, H., 13 Jul 2019, In : Sensors. 19, 14, 20 p., 3099.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
resuscitation
Resuscitation
Cardiopulmonary Resuscitation
chest
education

Read Between the Lines: An Annotation Tool for Multimodal Data for Learning

Di Mitri, D., Schneider, J., Klemke, R., Specht, M. & Drachsler, H., 4 Mar 2019, Proceedings of the 9th International Conference on Learning Analytics and Knowledge. 1 ed. New York, NY, USA: acm, p. 51-60 10 p. (LAK19).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access

Sympathetic arousal commonalities and arousal contagion during collaborative learning: How attuned are triad members?

Pijeira-Diaz, H. J., Drachsler, H., Järvelä, S. & Kirschner, P. A., Mar 2019, In : Computers in Human Behavior. 92, p. 188 - 197 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

Neurology
Arousal
Physics
Chemical activation
Learning
2018
1 Downloads (Pure)
language
evaluation
learning
vocabulary
questionnaire

From signals to knowledge: A conceptual model for multimodal learning analytics

Di Mitri, D., Schneider, J., Specht, M. M. & Drachsler, H. J., Aug 2018, In : Journal of Computer Assisted Learning. 34, 4, p. 338-349 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Learning systems
Sensors
learning
Terminology
Feedback

Investigating the Relationships Between Online Activity, Learning Strategies and Grades to Create Learning Analytics-Supported Learning Designs

Schmitz, M., Scheffel, M., van Limbeek, E., van Halem, N., Cornelisz, I., van Klaveren, C., Bemelmans, R. & Drachsler, H., 14 Aug 2018, Lifelong Technology-Enhanced Learning: 13th European Conference on Technology Enhanced Learning, EC-TEL 2018, Leeds, UK, September 3-5, 2018, Proceedings. Pammer-Schindler, V., Pérez-Sanagustín, M., Drachsler, H., Elferink, R. & Scheffel, M. (eds.). 1 ed. Cham: Springer International Publishing AG, p. 311-325 15 p. (Information Systems and Applications, incl. Internet/Web, and HCI; vol. 11082).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Students
Security of data
Feedback
Planning

JCAL Special Issue on Multimodal Learning Analytics

Drachsler, H. & Schneider, J., Aug 2018, In : Journal of Computer Assisted Learning. 34, 4, p. 335-337 3 p.

Research output: Contribution to journalEditorialAcademicpeer-review

learning

Learning Analytics: Spezielle Forschungsmethoden in der Bildungstechnologie

Translated title of the contribution: Learning Analytics: Special research methods in educational technologyIfenthaler, D. & Drachsler, H., 2018, Lernen mit Bildungstechnologien: Praxisorientiertes Handbuch zum intelligenten Umgang mit digitalen Medien. Niegemann, H. & Weinberger, A. (eds.). Berlin, Heidelberg: Springer-Verlag Berlin Heidelberg, p. 1-20 20 p. (Springer Reference Psychologie).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Educational technology
5 Downloads (Pure)

License to evaluate: Preparing learning analytics dashboards for educational practice

Jivet, I., Scheffel, M., Specht, M. & Drachsler, H., 1 Mar 2018, Proceedings of the 8th International Conference on Learning Analytics and Knowledge : (LAK '18). New York: Association for Computing Machinery (ACM), p. 32-40

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
File
Visualization

Mobile Inquiry-based Learning: Relationship among levels of inquiry, learners’ autonomy and environmental interaction

Tan, E. B. K., Rusman, E., Firssova, O., Ternier, S. G. C., Specht, M. M., Klemke, R. & So, H-J., Nov 2018, Proceedings of 17th World Conference on Mobile and Contextual Learning. Parsons, D., Power, R., Palalas, A., Hambrock, H. & MacCallum, K. (eds.). Chicago, IL: Concordia University , p. 22-29 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
autonomy
interaction
learning
mediation
learning environment

Multimodal Analytics for Real-Time Feedback in Co-located Collaboration

Praharaj, S., Scheffel, M., Drachsler, H. & Specht, M., 2018, Lifelong Technology-Enhanced Learning: EC-TEL 2018, Lecture notes in Computer Science. Pammer-Schindler, V., Pérez-Sanagustín, M., Drachsler, H., Elferink, R. & Scheffel, M. (eds.). Cham: Springer, Vol. 11082. p. 187-201 15 p. (Lifelong Technology-Enhanced Learning; vol. 11082).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

1 Downloads (Pure)

Multimodal Challenge: Analytics Beyond User-computer Interaction Data

Di Mitri, D., Schneider, J., Specht, M. & Drachsler, H., Mar 2018, Companion Proceedings of the 8th International Conference on Learning Analytics and Knowledge (LAK'18): Towards User-Centred Learning Analytics. Pardo, A., Bartimote, K., Lynch, G., Buckingham Shum, S., Ferguson, R., Merceron, A. & Ochoa, X. (eds.). Sydney, Australia: SoLAR, p. 364-367 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
File
Sensors
Application programming interfaces (API)
Data mining
Learning systems
Visualization

Multimodal Learning Hub: A Tool for Capturing Customizable Multimodal Learning Experiences

Schneider, J., Di Mitri, D., Limbu, B. & Drachsler, H., 14 Aug 2018, Lifelong Technology-Enhanced Learning: 13th European Conference on Technology Enhanced Learning, EC-TEL 2018, Leeds, UK, September 3-5, 2018, Proceedings. Pammer-Schindler, V., Pérez-Sanagustín, M., Drachsler, H., Elferink, R. & Scheffel, M. (eds.). 1 ed. Cham: Springer International Publishing AG, p. 45-58 14 p. (Information Systems and Applications, incl. Internet/Web, and HCI; vol. 11082).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Sensors

Multimodal Tutor for CPR

Di Mitri, D., 20 Jun 2018, Artificial Intelligence in Education: 19th International Conference, AIED 2018, London, UK, June 27–30, 2018, Proceedings, Part II. Rosé, C. P., Martínez-Maldonado, R., Ulrich Hoppe, H., Luckin, R., Mavrikis, M., Porayska-Pomsta, K., McLaren, B. & du Boulay, B. (eds.). Cham: Springer, p. 513-516 4 p. (Lecture Notes in Computer Science; vol. 10948).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Resuscitation
Feedback
Pipelines
Experiments
Planning
22 Downloads (Pure)

Open learner models and learning analytics dashboards: a systematic review

Bodily, R., Kay, J., Aleven, V., Jivet, I., Davis, D., Xhakaj, F. & Verbert, K., 7 Mar 2018, LAK '18: Proceedings of the 8th International Conference on Learning Analytics and Knowledge . New York, NY: Association for Computing Machinery (ACM), p. 41-50 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

File
Students
Intelligent systems

Patientenübergaben in der Ausbildung? Eine systematische Analyse des Trainingsbedarfs unter Medizinstudierenden

Translated title of the contribution: Patient handoffs in undergraduate medical education: A systematic analysis of training needsSchröder, H., Thaeter, L., Henze, L., Drachsler, H., Rossaint, R. & Sopka, S., Sep 2018, In : Zeitschrift für Evidenz, Fortbildung und Qualität im Gesundheitswesen. 135-136, p. 89 - 97 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

Undergraduate Medical Education
Curriculum
Students
Myeloma Proteins
Medical Errors

Preface

Drachsler, H. J., Pammer-Schindler, V., Pérez-Sanagustín, M., Elferink, R., Scheffel, M., Glahn, C. & Fominykh, M., 2018, Lifelong Technology-Enhanced Learning: 13th European Conference on Technology Enhanced Learning, EC-TEL 2018, Leeds, UK, September 3-5, 2018, Proceedings. Pammer-Schindler, V., Pérez-Sanagustín, M., Drachsler, H., Elferink, R. & Scheffel, M. (eds.). 1 ed. Cham: Springer International Publishing AG, p. v-vii 3 p. (Information Systems and Applications, incl. Internet/Web, and HCI; vol. 11082).

Research output: Chapter in Book/Report/Conference proceedingForeword/postscriptAcademic

Open Access
1 Downloads (Pure)

The Big Five: Addressing Recurrent Multimodal Learning Data Challenges

Di Mitri, D., Schneider, J., Specht, M. & Drachsler, H., Mar 2018, Companion Proceedings of the 8th International Conference on Learning Analytics and Knowledge: Towards User-Centred Learning Analytics. Syndey, Australia: SoLAR, p. 420-424 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
File
Feedback
Processing

The Learning Analytics Indicator Repository

Biedermann, D., Schneider, J. & Drachsler, H., 14 Aug 2018, Lifelong Technology-Enhanced Learning: 13th European Conference on Technology Enhanced Learning, EC-TEL 2018, Leeds, UK, September 3-5, 2018, Proceedings. Pammer-Schindler, V., Pérez-Sanagustín, M., Drachsler, H., Elferink, R. & Scheffel, M. (eds.). 1 ed. Cham: Springer International Publishing AG, p. 579-582 4 p. (Information Systems and Applications, incl. Internet/Web, and HCI; vol. 11082).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Directed graphs

The SHEILA Framework: Informing Institutional Strategies and Policy Processes of Learning Analytics

Tsai, Y-S., Moreno-Marcos, P. M., Jivet, I., Scheffel, M., Tammets, K., Kollom, K. & Gasevic, D., 11 Dec 2018, In : Journal of Learning Analytics. 5, 3, p. 5-20 16 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Education
Strategic planning
Managers

Towards a Cloud-Based Big Data Infrastructure for Higher Education Institutions

Ternier, S., Scheffel, M. & Drachsler, H., 4 Nov 2018, Frontiers of Cyberlearning: Emerging Technologies for Teaching and Learning. Spector, J. M., Kumar, V., Essa, A., Huang, Y-M., Koper, R., Tortorella, R. A. W., Chang, T-W., Li, Y. & Zhang, Z. (eds.). Singapore: Springer Singapore, p. 177-194 18 p. (Lecture Notes in Educational Technology).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Education
Ecosystems
Specifications
Big data

“Make It Personal!”: Gathering Input from Stakeholders for a Learning Analytics-Supported Learning Design Tool

Schmitz, M., Scheffel, M., van Limbeek, E., Bemelmans, R. & Drachsler, H., 14 Aug 2018, Lifelong Technology-Enhanced Learning: 13th European Conference on Technology Enhanced Learning, EC-TEL 2018, Leeds, UK, September 3-5, 2018, Proceedings. Pammer-Schindler, V., Pérez-Sanagustín, M., Drachsler, H., Elferink, R. & Scheffel, M. (eds.). 1 ed. Cham: Springer International Publishing AG, p. 297-310 14 p. (Information Systems and Applications, incl. Internet/Web, and HCI; vol. 11082).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Students
Feedback
2017
23 Downloads (Pure)

Awareness is not enough. Pitfalls of learning analytics dashboards in the educational practice

Jivet, I., Scheffel, M., Drachsler, H. & Specht, M., 1 Sep 2017, Data Driven Approaches in Digital Education: 12th European Conference on Technology Enhanced Learning, EC-TEL 2017, Tallinn, Estonia, September 12–15, 2017, Proceedings. É. L., H. D., K. V., J. B. & M. P-S. (eds.). Cham: Springer International Publishing AG, (Lecture Notes in Computer Science (LNCS); vol. 10474).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
File
educational practice
learning
science
learning process
learning environment

Digital Learning Projection. Learning performance estimation from multimodal learning experiences

Di Mitri, D., 1 Jul 2017, Artificial Intelligence in Education: 18th International Conference, AIED 2017, Wuhan, China, June 28 – July 1, 2017, Proceedings. André, E., Baker, R., Hu, X., Rodrigo, M. M. T. & du Boulay, B. (eds.). Springer, p. 609–612 (Lecture Notes in Computer Science; vol. 10331).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Learning systems
Feedback
Sensors
5 Downloads (Pure)

DojoIBL: Online Inquiry-based Learning

Suarez, A., Ternier, S. & Specht, M., 19 Sep 2017, Advances in Web-Based Learning – ICWL 2017. : 16th International Conference, Cape Town, South Africa, September 20-22, 2017, Proceedings. Xie, H., Popescu, E., Hancke, G. & Fernández Manjón, B. (eds.). Springer, Vol. 10473. p. 3-12 (Lecture Notes in Computer Science; vol. 10473).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
File
research process
learning
infrastructure
methodology
management
14 Downloads (Pure)

The Proof of the Pudding: Examining Validity and Reliability of the Evaluation Framework for Learning Analytics

Scheffel, M., Drachsler, H., Toisoul, C., Ternier, S. & Specht, M., 1 Sep 2017, Data Driven Approaches in Digital Education: Proceedings of 12th European Conference on Technology Enhanced Learning EC-TEL 2017. Lavoué, É., Drachsler, H., Verbert, K., Broisin, J. & Pérez-Sanagustín, M. (eds.). Springer, p. 194-208 (Lecture Notes in Computer Science; vol. 10474).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingAcademicpeer-review

Open Access
File
Reliability analysis
Principal component analysis