Humboldt-Universität zu Berlin - Faculty of Mathematics and Natural Sciences - Computer Science Education | Computer Science and Society

FIT

2011 - 2015

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Intelligent tutoring systems (ITS) have been getting more and more popular. The applicability of ITSs is typically restricted to well-defined domains where a domain formalization is easily possible. For ill-defined domains, human tutors still by far outperform the performance of ITSs, or the latter are not applicable at all. The goal of the FIT project was to develop novel ITS methods which extend the applicability of ITS systems to ill-defined domains by means of machine learning techniques which can autonomously infer structures and feedback options from given data (e.g., student solutions). For this purpose, prototype based machine learning methods and recent developments for general non-vectorial data structures were extended such that they allow to simultaneously structure solution spaces, learn metrics for structures, align student solutions with clusters of other solutions, and infer appropriate feedback based thereon. In this project which was part of the DFG priority programme "Autonomous Learning", the CSES group cooperated with the research group of Prof. Dr. Barbara Hammer which is located at the Faculty of Technology at Bielefeld University.

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TY - CHAP T1 - Comparison of Feedback Strategies for Supporting Programming Learning in Integrated Development Environments (IDEs) AU - Coenen, J. AU - Gross, S. AU - Pinkwart, N. TI - Advanced Computational Methods for Knowledge Engineering: Proceedings of the 5th International Conference on Computer Science, Applied Mathematics and Applications, ICCSAMA 2017 SN - 978-3-319-61911-8 PY - 2017 PB - Springer International Publishing M3 - doi:10.1007/978-3-319-61911-8_7 ER - TY - JOUR T1 - Orientation and Navigation Support in Resource Spaces Using Hierarchical Visualizations AU - Gross, S. AU - Kliemannel, M. AU - Pinkwart, N. JO - i-com PY - 2017 PB - De Gruyter VL - 16 IS - 1 M3 - doi:10.1515/icom-2016-0043 ER - TY - CHAP T1 - Konzept-Lernressourcen-Beziehungen als Unterstützung von Selbstreflexion in einem Learning-Analytics-Werkzeug AU - Gross, S. AU - Pinkwart, N. TI - Proceedings der Pre-Conference-Workshops der 14. E-Learning Fachtagung Informatik co-located with 14th e-Learning Conference of the German Computer Society (DeLFI 2016) PY - 2016 PB - CEUR Workshop Proceedings (CEUR-WS.org) VL - 1669 UR - http://ceur-ws.org/Vol-1669/WS1_2_091_Paper.pdf ER - TY - CHAP T1 - Ressourcenorientierte Visualisierungen als Learning-Analytics-Werkzeuge für Lehrende und Lerner AU - Gross, S. AU - Pinkwart, N. TI - Proceedings of DeLFI Workshops 2015 co-located with 13th e-Learning Conference of the German Computer Society (DeLFI 2015) PY - 2015 PB - CEUR Workshop Proceedings (CEUR-WS.org) VL - 1443 UR - http://ceur-ws.org/Vol-1443/paper21.pdf ER - TY - CHAP T1 - How Do Learners Behave in Help-Seeking When Given a Choice? AU - Gross, S. AU - Pinkwart, N. TI - Artificial Intelligence in Education SN - 978-3-319-19772-2 PY - 2015 PB - Springer International Publishing VL - 9112 M3 - doi:10.1007/978-3-319-19773-9_71 ER - TY - JOUR T1 - Learning Feedback in Intelligent Tutoring Systems AU - Gross, S. AU - Mokbel, B. AU - Hammer, B. AU - Pinkwart, N. JO - KI - Künstliche Intelligenz PY - 2015 PB - Springer Berlin Heidelberg M3 - doi:10.1007/s13218-015-0367-y ER - TY - CHAP T1 - Towards an Integrative Learning Environment for Java Programming AU - Gross, S. AU - Pinkwart, N. TI - IEEE 15th International Conference on Advanced Learning Technologies (ICALT), 2015 PY - 2015 PB - IEEE Computer Society Press M3 - doi:10.1109/ICALT.2015.75 ER - TY - CHAP T1 - How to Select an Example? A Comparison of Selection Strategies in Example-Based Learning AU - Gross, S. AU - Mokbel, B. AU - Hammer, B. AU - Pinkwart, N. TI - Proceedings of the 12th International Conference on Intelligent Tutoring Systems (ITS) PY - 2014 PB - Springer Verlag IS - 8474 M3 - doi:10.1007/978-3-319-07221-0_42 ER - TY - JOUR T1 - Example-based feedback provision using structured solution spaces AU - Gross, S. AU - Mokbel, B. AU - Paassen, B. AU - Hammer, B. AU - Pinkwart, N. JO - International Journal of Learning Technology PY - 2014 VL - 9 IS - 3 M3 - doi:10.1504/IJLT.2014.065752 ER - TY - CHAP T1 - Domain-Independent Proximity Measures in Intelligent Tutoring Systems AU - Mokbel, B. AU - Gross, S. AU - Paassen, B. AU - Pinkwart, N. AU - Hammer, B. TI - Proceedings of the 6th International Conference on Educational Data Mining (EDM) PY - 2013 ER - TY - CHAP T1 - Towards a Domain-Independent ITS Middleware Architecture AU - Gross, S. AU - Mokbel, B. AU - Hammer, B. AU - Pinkwart, N. TI - Proceedings of the 13th IEEE International Conference on Advanced Learning Technologies (ICALT) PY - 2013 PB - IEEE Computer Society Press M3 - doi:10.1109/ICALT.2013.124 ER - TY - CHAP T1 - Towards Providing Feedback to Students in Absence of Formalized Domain Models AU - Gross, S. AU - Mokbel, B. AU - Hammer, B. AU - Pinkwart, N. TI - Proceedings of the 16th International Conference on Artificial Intelligence in Education (AIED) PY - 2013 PB - Springer Verlag VL - 7926 M3 - doi:10.1007/978-3-642-39112-5_79 ER - TY - CHAP T1 - Towards Learning Feedback in Intelligent Tutoring Systems by Clustering Spaces of Student Solutions AU - Pinkwart, N. AU - Hammer, B. TI - Proceedings of the 25th International Conference of the Florida Artificial Intelligence Research Society (FLAIRS) PY - 2012 PB - AAAI ER - TY - CHAP T1 - How to Quantitatively Compare Data Dissimilarities for Unsupervised Machine Learning? AU - Mokbel, B. AU - Gross, S. AU - Lux, M. AU - Pinkwart, N. AU - Hammer, B. TI - Proceedings of the 5th International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR) PY - 2012 PB - Springer Verlag IS - 7477 ER - TY - CHAP T1 - Cluster Based Feedback Provision Strategies in Intelligent Tutoring Systems AU - Gross, S. AU - Zhu, X. AU - Hammer, B. AU - Pinkwart, N. TI - Proceedings of the 11th International Conference on Intelligent Tutoring Systems (ITS) PY - 2012 PB - Springer Verlag IS - 7315 ER - TY - CHAP T1 - Feedback Provision Strategies in Intelligent Tutoring Systems Based on Clustered Solution Spaces AU - Gross, S. AU - Mokbel, B. AU - Hammer, B. AU - Pinkwart, N. TI - Tagungsband der 10. e-Learning Fachtagung Informatik (DeLFI) PY - 2012 PB - GI IS - 207 ER -