Tanja Tornede

According to our database, Tanja Tornede authored at least 9 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks.

Alexander Tornede, Difan Deng, Theresa Eimer, Joseph Giovanelli, Aditya Mohan, Tim Ruhkopf, Sarah Segel, Daphne Theodorakopoulos, Tanja Tornede, Henning Wachsmuth, Marius Lindauer

Trans. Mach. Learn. Res., 2024

Towards Leveraging AutoML for Sustainable Deep Learning: A Multi-Objective HPO Approach on Deep Shift Neural Networks.

Leona Hennig, Tanja Tornede, Marius Lindauer

CoRR, 2024

Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning.

Joseph Giovanelli, Alexander Tornede, Tanja Tornede, Marius Lindauer

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

PyExperimenter: Easily distribute experiments and track results.

Tanja Tornede, Alexander Tornede, Lukas Fehring, Lukas Gehring, Helena Graf, Jonas Hanselle, Felix Mohr, Marcel Wever

J. Open Source Softw., June, 2023

Algorithm selection on a meta level.

Alexander Tornede, Lukas Gehring, Tanja Tornede, Marcel Wever, Eyke Hüllermeier

Mach. Learn., April, 2023

Towards Green Automated Machine Learning: Status Quo and Future Directions.

Tanja Tornede, Alexander Tornede, Jonas Hanselle, Felix Mohr, Marcel Wever, Eyke Hüllermeier

J. Artif. Intell. Res., 2023

2021

Coevolution of remaining useful lifetime estimation pipelines for automated predictive maintenance.

Tanja Tornede, Alexander Tornede, Marcel Wever, Eyke Hüllermeier

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

2020

Integration of Novel Sensors and Machine Learning for Predictive Maintenance in Medium Voltage Switchgear to Enable the Energy and Mobility Revolutions.

Martin W. Hoffmann, Stephan Wildermuth, Ralf Gitzel, Aydin Boyaci, Jörg Gebhardt, Holger Kaul, Ido Amihai, Bodo Forg, Michael Suriyah, Thomas Leibfried, Volker Stich, Jan Hicking, Martin Bremer, Lars Kaminski, Daniel Beverungen, Philipp zur Heiden, Tanja Tornede

Sensors, 2020

AutoML for Predictive Maintenance: One Tool to RUL Them All.

Tanja Tornede, Alexander Tornede, Marcel Wever, Felix Mohr, Eyke Hüllermeier

Proceedings of the IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning, 2020