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ORCIDSebastian Buschjäger
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Books and Theses
- 2022
[b1]Sebastian Buschjäger:
Ensemble learning with discrete classifiers on small devices. Technical University of Dortmund, Germany, 2022
Journal Articles
- 2023
- [j7]Sebastian Buschjäger
, Katharina Morik:
Joint leaf-refinement and ensemble pruning through L1 regularization. Data Min. Knowl. Discov. 37(3): 1230-1261 (2023) - 2022
- [j6]Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik:
Randomized outlier detection with trees. Int. J. Data Sci. Anal. 13(2): 91-104 (2022) - [j5]Mikail Yayla, Sebastian Buschjäger, Aniket Gupta, Jian-Jia Chen, Jörg Henkel, Katharina Morik, Kuan-Hsun Chen, Hussam Amrouch:
FeFET-Based Binarized Neural Networks Under Temperature-Dependent Bit Errors. IEEE Trans. Computers 71(7): 1681-1695 (2022) - [j4]Mikail Yayla, Simon Thomann, Sebastian Buschjäger, Katharina Morik, Jian-Jia Chen, Hussam Amrouch:
Reliable Binarized Neural Networks on Unreliable Beyond Von-Neumann Architecture. IEEE Trans. Circuits Syst. I Regul. Pap. 69(6): 2516-2528 (2022) - [j3]Kuan-Hsun Chen, Chiahui Su, Christian Hakert, Sebastian Buschjäger, Chao-Lin Lee, Jenq-Kuen Lee, Katharina Morik, Jian-Jia Chen:
Efficient Realization of Decision Trees for Real-Time Inference. ACM Trans. Embed. Comput. Syst. 21(6): 68:1-68:26 (2022) - 2018
- [j2]Katharina Morik, Christian Bockermann, Sebastian Buschjäger:
Big Data Science. Künstliche Intell. 32(1): 27-36 (2018) - [j1]Sebastian Buschjäger, Katharina Morik:
Decision Tree and Random Forest Implementations for Fast Filtering of Sensor Data. IEEE Trans. Circuits Syst. I Regul. Pap. 65-I(1): 209-222 (2018)
Conference and Workshop Papers
- 2024
- [c11]Jannik Malcher, Daniel Biebert, Kuan-Hsun Chen, Sebastian Buschjäger, Christian Hakert, Jian-Jia Chen:
Language-Based Deployment Optimization for Random Forests (Invited Paper). LCTES 2024: 58-61 - [c10]Sebastian Buschjäger:
Rejection Ensembles with Online Calibration. ECML/PKDD (6) 2024: 3-20 - [c9]Raphael Fischer, Marcel Wever, Sebastian Buschjäger, Thomas Liebig:
MetaQuRe: Meta-learning from Model Quality and Resource Consumption. ECML/PKDD (7) 2024: 209-226 - 2022
- [c8]Sebastian Buschjäger, Sibylle Hess, Katharina Morik:
Shrub Ensembles for Online Classification. AAAI 2022: 6123-6131 - 2021
- [c7]Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla:
Margin-Maximization in Binarized Neural Networks for Optimizing Bit Error Tolerance. DATE 2021: 673-678 - [c6]Sebastian Buschjäger, Philipp-Jan Honysz, Lukas Pfahler, Katharina Morik:
Very Fast Streaming Submodular Function Maximization. ECML/PKDD (3) 2021: 151-166 - 2020
- [c5]Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik:
Generalized Isolation Forest: Some Theory and More Applications Extended Abstract. DSAA 2020: 793-794 - [c4]Sebastian Buschjäger, Lukas Pfahler, Jens Buß, Katharina Morik, Wolfgang Rhode:
On-Site Gamma-Hadron Separation with Deep Learning on FPGAs. ECML/PKDD (4) 2020: 478-493 - 2019
- [c3]Sebastian Buschjäger, Thomas Liebig, Katharina Morik:
Gaussian Model Trees for Traffic Imputation. ICPRAM 2019: 243-254 - 2018
- [c2]Sebastian Buschjäger, Kuan-Hsun Chen, Jian-Jia Chen, Katharina Morik:
Realization of Random Forest for Real-Time Evaluation through Tree Framing. ICDM 2018: 19-28 - 2017
- [c1]Sebastian Buschjäger, Katharina Morik, Maik Schmidt:
Summary Extraction on Data Streams in Embedded Systems. IOTSTREAMING@PKDD/ECML 2017
Parts in Books or Collections
- 2022
- [p5]Sebastian Buschjäger, Katharina Morik:
Summary Extraction from Streams. Mach. Learn. under Resour. Constraints Vol. 1 (1) 2022: 73-84 - [p4]Wolfgang Rhode, Tim Ruhe, Maximilian Linhoff, Jens Buß, Lukas Nickel, Sebastian Buschjäger:
Monitoring and Feature Extraction. Mach. Learn. under Resour. Constraints Vol. 2 (2) 2022: 163-191 - [p3]Wolfgang Rhode, Mirco Hünnefeld, Bernhard Spaan, Vukan Jevtic, Lukas Pfahler, Sebastian Buschjäger:
Deep Learning Applications. Mach. Learn. under Resour. Constraints Vol. 2 (2) 2022: 245-278 - [p2]Mikail Yayla, Sebastian Buschjäger, Hussam Amrouch:
Machine Learning Based on Emerging Memories. Mach. Learn. under Resour. Constraints Vol. 1 (1) 2022: 325-337 - [p1]Sebastian Buschjäger, Kuan-Hsun Chen:
Cache-Friendly Execution of Tree Ensembles. Mach. Learn. under Resour. Constraints Vol. 1 (1) 2022: 338-357
Informal and Other Publications
- 2023
- [i10]Simon Koschel, Sebastian Buschjäger, Claudio Lucchese, Katharina Morik:
Fast Inference of Tree Ensembles on ARM Devices. CoRR abs/2305.08579 (2023) - 2021
- [i9]Philipp-Jan Honysz, Sebastian Buschjäger, Katharina Morik:
GPU-Accelerated Optimizer-Aware Evaluation of Submodular Exemplar Clustering. CoRR abs/2101.08763 (2021) - [i8]Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla:
Bit Error Tolerance Metrics for Binarized Neural Networks. CoRR abs/2102.01344 (2021) - [i7]Philipp-Jan Honysz, Alexander Schulze-Struchtrup, Sebastian Buschjäger, Katharina Morik:
Providing Meaningful Data Summarizations Using Examplar-based Clustering in Industry 4.0. CoRR abs/2105.12026 (2021) - [i6]Sebastian Buschjäger, Katharina Morik:
Improving the Accuracy-Memory Trade-Off of Random Forests Via Leaf-Refinement. CoRR abs/2110.10075 (2021) - [i5]Sebastian Buschjäger, Katharina Morik:
There is no Double-Descent in Random Forests. CoRR abs/2111.04409 (2021) - [i4]Sebastian Buschjäger, Sibylle Hess, Katharina Morik:
Shrub Ensembles for Online Classification. CoRR abs/2112.03723 (2021) - 2020
- [i3]Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla:
Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks. CoRR abs/2002.00909 (2020) - [i2]Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik:
Very Fast Streaming Submodular Function Maximization. CoRR abs/2010.10059 (2020) - [i1]Sebastian Buschjäger, Lukas Pfahler, Katharina Morik:
Generalized Negative Correlation Learning for Deep Ensembling. CoRR abs/2011.02952 (2020)
Coauthor Index
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