Photo taken by (c) Joerg Frochte
Explore my academic work across various platforms. The following links lead to profiles and repositories containing my research outputs:
scholar.google.de/citations?user=kEHl_wgAAAAJ
https://www.researchgate.net/lab/Joerg-Frochte-Lab
The list below includes all peer-reviewed publications and technical reports, some of which are only available on arXiv. The linked PDFs are generally preprints. I would first like to highlight five selected papers that represent the breadth of my current research. Below this, you will find a complete list of publications, personally updated and organized.
Five selected papers:
Learning Approach for Ill-Posed Optimisation Problems (Best Paper Award)
joint work with Stephen Marsland pubished in : Le T. et al. (eds) Data Mining. AusDM 2019. Communications in Computer and Information Science, vol 1127, pp 16-27, Springer (Link); BibTex ; PrePrint version (pdf) -- used data for example 2 zip, example 4 zip. Details about example 3 are discussed in Goal-shot, a benchmark problem for ill-posed problems see below
Group and Exclusive Sparse Regularization-based Continual Learning of CNNs (Best Paper Award)
joint work with Basile Tousside and Janis Mohr published in: Proceedings of the Canadian Conference on Artificial Intelligence; DOI, PDF, BibTex
Regression learning on patches
joint work with Stephen Marsland accepted for publishing at the AusDM 2020 and pubished in the Proceedings of 2020 IEEE SymposiumSeries on Computational Intelligence (SSCI), 1786–1793. PrePrint version (pdf), https://doi.org/10.1109/SSCI47803.2020.9308514; BibTex,
Case Study On Model-based Application of Machine Learning Using Small CAD Databases for Cost Estimation
joint work with Stefan Börzel published in the Proceedings of the 12th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2019), September 2019 in Vienna Austria; PrePrint version (pdf)
Towards Robust Continual Learning using an Enhanced Tree-CNN
joint work with Basil Tousside and Lukas Friedrichsen published in: Ana Paula Rocha, Luc Steels und H. Jaap van den Herik (Hg.): Proceedings of the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, Volume 3, 2022. https://doi.org/10.5220/0010819800003116, Preprint Version (PDF), BibTex
Complete List of Publications
The entries are ordered according to the year of publication:
2024
Efficient Learning Processes by Design: Analysis of Usage Patterns in Differently Designed Digital Self-Learning Environments
joint work with Neugebauer, M., Erlebach, R., Kaufmann, C. & Mohr, J. published in: Proceedings of the 16th International Conference on Computer Supported Education (CSEDU), Bd. 2 DOI, PDF, BibTex
CNNs Sparsification and Expansion for Continual Learning
joint work with Tousside, M. published in: Proceedings of the 16th International Conference on Agents and Artificial Intelligence (ICAART), Bd. 2 DOI, PDF, BibTex
Exploring Student Expectations and Confidence in Learning Analytics
joint work with Asatyran, H., Tousside, M., Mohr, J., Neugebauer, M. and Bijl, H. published in: Proceedings of the 14th Learning Analytics and Knowledge Conference (LAK) DOI, PDF, BibTex
Classification of Shared Tasks Used in Teaching
joint work with Elstner, T., Hanle, B., Loebe, F., Fröbe, M., Kolyada, N., Mohr, J., Stein, B. and Potthast, M. published in: 29th ACM conference on Innovation and Technology in Computer Science Education (ITiCSE) DOI, PDF, BibTex
2023
Steigerung von Lernerfolg und Motivation durch gamifizierte Mathematik-Aufgaben in Lernmanagementsystemen
joint work with Neugebauer, M. published in: 21. Fachtagung Bildungstechnologien (DELFI) DOI, PDF, BibTex
One-Shot Identification with different neural network approaches
joint work with Mohr, J. pubished in Springer Series Studies in Computational Intelligence (SCI)
DOI, PDF, BibTex
Multiple Additive Neural Networks: A Novel Approach to Continuous Learning in Regression and Classification
joint work with Mohr, J., Tousside, B. and Schmidt, M. accepted for publishing at the 15th International Conference on Neural Computation Theory and Applications.
Shared Tasks as Tutorials: A Methodical Approach
joint work with Elstner, T., Loebe, F., Ajjour, Y., Akiki, C., Bondarenko, A., Fröbe, M., Gienapp, L., Kolyada, N., Mohr, J., Sandfuchs, S., Wiegmann, M., Ferro, N., Hofmann, S., Stein, B., Hagen, M., & Potthast, M. published in: Proceedings of the AAAI Conference on Artificial Intelligence, Bd. 37 (13) DOI, PDF, BibTex
Success Factors for Mathematical e-Learning Exercises Focusing First-Year Students
joint work with Basile Tousside and Yashwanth Dama published in: Proceedings of the 15th International Conference on Computer Supported Education (CSEDU 2023), Bd. 2. SciTePress. S. 306-317. ISBN 978-989-758-641-5. DOI, PDF, BibTex
2022
Towards Explainability in Modern Educational Data Mining: A Survey
joint work with Basile Tousside and Yashwanth Dama published in: Proceedings of the 14th International Conference on Knowledge Discovery and Information Retrieval; DOI, PDF, BibTex
Group and Exclusive Sparse Regularization-based Continual Learning of CNNs
joint work with Basile Tousside and Janis Mohr published in: Proceedings of the Canadian Conference on Artificial Intelligence; DOI, PDF, BibTex
Investigation of Capsule Networks Regarding their Potential of Explainability and Image Rankings
joint work with Felizia Quetscher and Christof Kaufmann published in: Ana Paula Rocha, Luc Steels und H. Jaap van den Herik (Hg.): Proceedings of the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, Volume 3, Online Streaming, February 3-5, 2022: ScitePress, S. 343–351. DOI, PDF, BibTex
Novel Approaches for Periodic Depth Enhancement in Visual SLAM
joint work with Stefan Sandfuchs and Marco Schmidt published in: Andreas Müller und Mathias Brandstötter (Hg.): Advances in Service and Industrial Robotics. Cham: Springer International Publishing, S. 436–443. DOI, PDF, BibTex
Towards Robust Continual Learning using an Enhanced Tree-CNN
joint work with Basil Tousside and Lukas Friedrichsen published in: Ana Paula Rocha, Luc Steels und H. Jaap van den Herik (Hg.): Proceedings of the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, Volume 3, 2022. https://doi.org/10.5220/0010819800003116, Preprint Version (PDF), BibTex
2021
Explainability and Continuous Learning with Capsule Networks
joint work with Janis Morh, Basil Tousside and Marco Schmidt published in Proceedings of the 13th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - KDIR, 264-273, 2021 DOI, PDF, BibTex
An Approach to One-shot Identification with Neural Networks
joint work with Janis Morh and Finn Breidenbach published in Proceedings of the 13th International Joint Conference on Computational Intelligence, S. 344–351 ISBN 978-989-758-534-0, ISSN 2184-2825, pages 344-351. https://doi.org/10.5220/0010681300003064 DOI, PDF, BibTex
2020
Regression learning on patches
joint work with Stephen Marsland accepted for publishing at the AusDM 2020 and pubished in the Proceedings of 2020 IEEE SymposiumSeries on Computational Intelligence (SSCI), 1786–1793. PrePrint version (pdf), https://doi.org/10.1109/SSCI47803.2020.9308514; BibTex,
Concerning the Integration of Machine Learning Content in Mechatronics Curricula
joint work with Markus Lemmen and and Marco Schmidt published in: Revolutionizing Education in the Age of AI and Machine Learning: IGI Global, S. 75–96. DOI, PDF, BibTex
A Learning Approach for Optimizing Robot Behavior Selection Algorithm
joint work with Basile Tousside , Janis Mohr and Marco Schmidt published in: Chan C.S. et al. (eds) Intelligent Robotics and Applications. ICIRA 2020. Lecture Notes in Computer Science, vol 12595. Springer, Cham. (Link); BibTex ; PrePrint version (pdf)
2019
Learning Approach for Ill-Posed Optimisation Problems
joint work with Stephen Marsland pubished in : Le T. et al. (eds) Data Mining. AusDM 2019. Communications in Computer and Information Science, vol 1127, pp 16-27, Springer (Link); BibTex ; PrePrint version (pdf) -- used data for example 2 zip, example 4 zip. Details about example 3 are discussed in Goal-shot, a benchmark problem for ill-posed problems see below
Goal-shot, a benchmark problem for ill-posed problems
(arXiv version) and data (zip)
Case Study On Model-based Application of Machine Learning Using Small CAD Databases for Cost Estimation
joint work with Stefan Börzel published in the Proceedings of the 12th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2019), September 2019 in Vienna Austria; BibTex; PrePrint version (pdf), SciTePress
Concerning the Integration of Machine Learning Contents in Mechatronics Curricula
joint work with Markus Lemmen and Marco Schmidt published as chapter in the book “
Revolutionizing Education in the Age of AI and Machine Learning” (IGI Global) ; BibTex
2018
Seamless Integration of Machine Learning Contents in Mechatronics Curricula
joint work with Markus Lemmen and Marco Schmidt to be published in the Proceedings of the IEEE
19th International Conference on Research and Education in Mechatronics (REM 2018), June 2018 in Delft, Netherlands (pdf in der IEEE Xplore); BibTex
2016
Success Prediction System for Student Counseling Using Data Mining
joint work with Irina Bernst published in the Proceedings of the 8th International Conference on Knowledge Discovery and Information Retrieval (KDIR 2016), November 2016 in Porto Portugal; pages 181-189, INSTICC, ISBN 978-989-758-203-5, BibTex, PrePrint version (pdf)
A Case Study on FMU as Co-Simulation Exchange Format for FEM Models
joint work with Christof Kaufmann published in the Proceedings of the 13th International Conference on Applied Computing 2016 (Mannheim, Co-Organized by the University of Mannheim), October 2016; ISBN 978-989-8533-56-2; pages 11--18; BibTex, PrePrint version (pdf)
On Learning Assistance Systems for Numerical Simulation
joint work with Irina Bernst and Christof Kaufmann published in International Journal on Computer Science and Information Systems, 11.1 (2016), S. 115–133. ISSN: 1646-3692 , BibTex, PrePrint version (pdf)
2015
Influence of Plant Model Variants for the Automatic Optimisation of Control Parameters
joint work with Patrick Bouillon and Markus Lemmen published in the Proceedings of the IEEE 16th International Conference on Research and Education in Mechatronics (Bochum, Germany), ISBN - 978-3-945728-01-7; pages 80-87, BibTex, PrePrint version (pdf)
Simulation- and Web-Based E-Learning in Engineering - Open Source Architecture and Didactic Issues -
joint work with Patrick Bouillon published in the Proceedings of the IEEE 16th International Conference on Research and Education in Mechatronics (Bochum, Germany), ISBN - 978-3-945728-01-7; pages 127-134, BibTex, PrePrint version (pdf)
Learning Load Balancing for Simulation in Heterogeneous Systems
joint work with Irina Bernst and Christof Kaufmann published in the Proceedings of the 12th International Conference on Applied Computing 2015 (Greater Dublin, Ireland), ISBN - 978-989-8533-45-6; pages 121 - 128, BibTex, PrePrint version (pdf)
2014
An Approach For Secure Cloud Computing for FEM Simulation
joint work with Christof Kaufmann and Patrick Bouillon published in the Proceedings of the 11th International Conference on Applied Computing 2014; ISBN - 978-989-8533-25-8; pages 234-239
BibTex, PrePrint version (pdf)
An Approach for Load Balancing for Simulation in Heterogeneous Distributed Systems using Simulation Data Mining
joint work with Irina Bernst, Patrick Bouillon and Christof Kaufmann published in the Proceedings of the 11th International Conference on Applied Computing 2014; ISBN - 978-989-8533-25-8; pages 254-259 BibTex, PrePrint version (pdf)
2013
Learning Overlap Optimization for Domain Decomposition Methods
joint work with Steven Burrows, Benno Stein, Michael Völske and Ana Belén Martínez Torres published in of the Seventeenth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2013), volume 7818 of LNAI, pages 438-449, Gold Coast, Australia, April 2013. Springer. BibTex, PrePrint version (pdf)
2011
Simulation Data Mining for Supporting Bridge Design
joint work with Steven Burrows, Benno Stein, David Wiesner and Katja Müller.published in Proc. Australasian Data Mining Conference (AusDM 11), Ballarat, Australia pages 71-79, December 2011. ACM. ISBN 978-1-921770-02-9 BibTex, PrePrint version (pdf), AusDM Online Version
Evaluation and Adaptation of Techniques for Higher Index DAE with Respect to Real-Time Simulation
ASIM 2011 Proceedings, September 2011, Winterthur (Switzerland)ISBN/ISSN: 978-3-899677331 (print-version), 978-3-905745443(CD) BibTex, PrePrint version (pdf)
Modelica Simulator Compatibility - Today and in Future
Proceedings of the 8th International Modelica Conference, Dresden, March 2011 published in Linköping Electronic Conference Proceedings, Issue:63 pages 812-818; ISBN:978-91-7393-096-3 BibTex, PrePrint version (pdf), Modelica Proceedings
2010
A numerical Method for a Nonlinear Spatial Population Model with a Continuous Delay
International Conference of Numerical Analysis and Applied Mathematics 2010, AIP Conference Proceedings 1281; ISBN 978-0-7354-0834-0 BibTex, PrePrint version (pdf), AIP Online Version
2009
A Splitting Technique of Higher Order for the Navier-Stokes Equations
joint work with Wilhelm Heinrichs published in Journal of Computational and Applied Mathematics
BibTex, PrePrint version (pdf), Science Direct Online Version
2008
An Adaptive Higher Order Method in Time for Partial Integro-Differential Equations
International Conference on Numerical Analysis and Applied Mathematics 2008, AIP Conference Proceedings 1048; ISBN 978-0-7354-0576-9
BibTex, PrePrint version (pdf), AIP Online Version
2007
A third order method for Convection-Diffusion Equations with a Delay term
Proceedings of ENUMATH 2007, Numerical mathematics and advanced applications. Springer (2008). ISBN-10: 3540697764
BibTex, PrePrint version (pdf), Springer Online Version
2006
Title of the talk :
A Hybrid LSFEM/FEM Technique for Time-Dependent Convection Dominated Equations WCCM 2006 (Los Angeles)Session : NEW HYBRIDIZATION TECHNIQUES;
Chair: Bernardo Cockburn, Co-Chair: Jay Gopalakrishnan Slides : (pdf)
2005
An adaptive operator splitting of higher order for the Navier-Stokes equations
joint work with Wilhelm Heinrichs Numerical mathematics and advanced applications.Proceedings of ENUMATH 2005 Springer. pp. 871-879 (2006). ISBN 3-540-34287-7 BibTex, PrePrint Version (pdf), Springer Online Version
Ein Splitting-Algorithmus höherer Ordnung für die Navier-Stokes-Gleichung auf der Basis der Finite-Element-Methode
Dissertation, Universität Duisburg-Essen, 2005 BibTex, gziptes (ps) 9.6 MB