Sebastian Buschjäger

According to our database, Sebastian Buschjäger authored at least 30 papers between 2017 and 2023.

Collaborative distances:

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

2023

Joint leaf-refinement and ensemble pruning through L₁ regularization.

Sebastian Buschjäger, Katharina Morik

Data Min. Knowl. Discov., May, 2023

Fast Inference of Tree Ensembles on ARM Devices.

Simon Koschel, Sebastian Buschjäger, Claudio Lucchese, Katharina Morik

CoRR, 2023

2022

Efficient Realization of Decision Trees for Real-Time Inference.

Kuan-Hsun Chen, Chiahui Su, Christian Hakert, Sebastian Buschjäger, Chao-Lin Lee, Jenq-Kuen Lee, Katharina Morik, Jian-Jia Chen

ACM Trans. Embed. Comput. Syst., November, 2022

Ensemble learning with discrete classifiers on small devices.

Sebastian Buschjäger

PhD thesis, 2022

Reliable Binarized Neural Networks on Unreliable Beyond Von-Neumann Architecture.

Mikail Yayla, Simon Thomann, Sebastian Buschjäger, Katharina Morik, Jian-Jia Chen, Hussam Amrouch

IEEE Trans. Circuits Syst. I Regul. Pap., 2022

FeFET-Based Binarized Neural Networks Under Temperature-Dependent Bit Errors.

Mikail Yayla, Sebastian Buschjäger, Aniket Gupta, Jian-Jia Chen, Jörg Henkel, Katharina Morik, Kuan-Hsun Chen, Hussam Amrouch

IEEE Trans. Computers, 2022

Randomized outlier detection with trees.

Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik

Int. J. Data Sci. Anal., 2022

Shrub Ensembles for Online Classification.

Sebastian Buschjäger, Sibylle Hess, Katharina Morik

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

Monitoring and Feature Extraction.

Wolfgang Rhode, Tim Ruhe, Maximilian Linhoff, Jens Buß, Lukas Nickel, Sebastian Buschjäger

Proceedings of the Machine Learning under Resource Constraints, 2022

Deep Learning Applications.

Wolfgang Rhode, Mirco Hünnefeld, Bernhard Spaan, Vukan Jevtic, Lukas Pfahler, Sebastian Buschjäger

Proceedings of the Machine Learning under Resource Constraints, 2022

Cache-Friendly Execution of Tree Ensembles.

Sebastian Buschjäger, Kuan-Hsun Chen

Proceedings of the Machine Learning under Resource Constraints - Volume 1: Fundamentals, 2022

Machine Learning Based on Emerging Memories.

Mikail Yayla, Sebastian Buschjäger, Hussam Amrouch

Proceedings of the Machine Learning under Resource Constraints - Volume 1: Fundamentals, 2022

Summary Extraction from Streams.

Sebastian Buschjäger, Katharina Morik

Proceedings of the Machine Learning under Resource Constraints - Volume 1: Fundamentals, 2022

2021

There is no Double-Descent in Random Forests.

Sebastian Buschjäger, Katharina Morik

CoRR, 2021

Improving the Accuracy-Memory Trade-Off of Random Forests Via Leaf-Refinement.

Sebastian Buschjäger, Katharina Morik

CoRR, 2021

Providing Meaningful Data Summarizations Using Examplar-based Clustering in Industry 4.0.

Philipp-Jan Honysz, Alexander Schulze-Struchtrup, Sebastian Buschjäger, Katharina Morik

CoRR, 2021

Bit Error Tolerance Metrics for Binarized Neural Networks.

Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla

CoRR, 2021

GPU-Accelerated Optimizer-Aware Evaluation of Submodular Exemplar Clustering.

Philipp-Jan Honysz, Sebastian Buschjäger, Katharina Morik

CoRR, 2021

Very Fast Streaming Submodular Function Maximization.

Sebastian Buschjäger, Philipp-Jan Honysz, Lukas Pfahler, Katharina Morik

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021

Margin-Maximization in Binarized Neural Networks for Optimizing Bit Error Tolerance.

Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

2020

Generalized Negative Correlation Learning for Deep Ensembling.

Sebastian Buschjäger, Lukas Pfahler, Katharina Morik

CoRR, 2020

Very Fast Streaming Submodular Function Maximization.

Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik

CoRR, 2020

Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks.

Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla

CoRR, 2020

On-Site Gamma-Hadron Separation with Deep Learning on FPGAs.

Sebastian Buschjäger, Lukas Pfahler, Jens Buß, Katharina Morik, Wolfgang Rhode

Proceedings of the Machine Learning and Knowledge Discovery in Databases: Applied Data Science Track, 2020

Generalized Isolation Forest: Some Theory and More Applications Extended Abstract.

Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik

Proceedings of the 7th IEEE International Conference on Data Science and Advanced Analytics, 2020

2019

Gaussian Model Trees for Traffic Imputation.

Sebastian Buschjäger, Thomas Liebig, Katharina Morik

Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods, 2019

2018

Decision Tree and Random Forest Implementations for Fast Filtering of Sensor Data.

Sebastian Buschjäger, Katharina Morik

IEEE Trans. Circuits Syst. I Regul. Pap., 2018

Big Data Science.

Katharina Morik, Christian Bockermann, Sebastian Buschjäger

Künstliche Intell., 2018

Realization of Random Forest for Real-Time Evaluation through Tree Framing.

Sebastian Buschjäger, Kuan-Hsun Chen, Jian-Jia Chen, Katharina Morik

Proceedings of the IEEE International Conference on Data Mining, 2018

2017

Summary Extraction on Data Streams in Embedded Systems.

Sebastian Buschjäger, Katharina Morik, Maik Schmidt

Proceedings of the Workshop on IoT Large Scale Learning from Data Streams co-located with the 2017 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2017), 2017