Sebastian Buschjäger

45 papers A* 2A 3B 3C 1Misc 1Journal 24Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
Jump Like A Squirrel: Optimized Execution Step Order for Anytime Random Forest Inference.
CoRR
Daniel Biebert, Christian Hakert, Kay Heider, Daniel Kuhse, Sebastian Buschjäger, Jian-Jia Chen
2026 J jnl
Lift what you can: green online learning with heterogeneous ensembles.
Data Min. Knowl. Discov.
Kirsten Köbschall, Sebastian Buschjäger, Raphael Fischer, Lisa Hartung, Stefan Kramer
2025 J jnl
Decentralized Time Series Classification with ROCKET Features.
CoRR
Bruno Casella, Matthias Jakobs, Marco Aldinucci, Sebastian Buschjäger
2025 J jnl
Lift What You Can: Green Online Learning with Heterogeneous Ensembles.
CoRR
Kirsten Köbschall, Sebastian Buschjäger, Raphael Fischer, Lisa Hartung, Stefan Kramer
2025 J jnl
Rethinking Computing Systems in the Era of Climate Crisis: A Call for a Sustainable Computing Continuum.
IEEE Internet Comput.
Ella Peltonen, Suzan Bayhan, David Bermbach, Sebastian Buschjäger, Victoria Degeler, Aaron Yi Ding, Özlem Durmaz Incel, Dewant Katare, Mikkel Baun Kjærgaard, Sam Leroux, Toktam Mahmoodi, Zoltán Ádám Mann, Nirvana Meratnia, Andy D. Pimentel, Jan S. Rellermeyer, Etienne Rivière, Dolly Sapra, Gürkan Solmaz, Bram van der Waaij
2025 J jnl
Splitting stump forests: tree ensemble compression for edge devices (extended version).
Mach. Learn.
Fouad Alkhoury, Sebastian Buschjäger, Pascal Welke
2025 A conf
TrackScorer: Skyrmion Logic-in-Memory Accelerator for Tree-Based Ranking Models.
DATE
Elijah Seth Cishugi, Sebastian Buschjäger, Martijn Noorlander, Marco Ottavi, Kuan-Hsun Chen
2025 J jnl
You Only Look Once at Anytime (AnytimeYOLO): Analysis and Optimization of Early-Exits for Object-Detection.
CoRR
Daniel Kuhse, Harun Teper, Sebastian Buschjäger, Chien-Yao Wang, Jian-Jia Chen
2024 B conf
Federated Time Series Classification with ROCKET features.
ESANN
Bruno Casella, Matthias Jakobs, Marco Aldinucci, Sebastian Buschjäger
2024 B conf
Language-Based Deployment Optimization for Random Forests (Invited Paper).
LCTES
Jannik Malcher, Daniel Biebert, Kuan-Hsun Chen, Sebastian Buschjäger, Christian Hakert, Jian-Jia Chen
2024 — conf
MetaQuRe: Meta-learning from Model Quality and Resource Consumption.
ECML/PKDD (7)
Raphael Fischer, Marcel Wever, Sebastian Buschjäger, Thomas Liebig
2024 — conf
Rejection Ensembles with Online Calibration.
ECML/PKDD (6)
Sebastian Buschjäger
2024 A conf
STRATA: Random Forests going Serverless.
Middleware
Dimitrios Tomaras, Sebastian Buschjäger, Vana Kalogeraki, Katharina Morik, Dimitrios Gunopulos
2024 Misc conf
Stress-Testing USB Accelerators for Efficient Edge Inference.
SEC
Alexander Van Der Staay, Raphael Fischer, Sebastian Buschjäger
2023 J jnl
Fast Inference of Tree Ensembles on ARM Devices.
CoRR
Simon Koschel, Sebastian Buschjäger, Claudio Lucchese, Katharina Morik
2023 J jnl
Joint leaf-refinement and ensemble pruning through L
Data Min. Knowl. Discov.
Sebastian Buschjäger, Katharina Morik
2022 — ch.
Cache-Friendly Execution of Tree Ensembles.
Mach. Learn. under Resour. Constraints Vol. 1 (1)
Sebastian Buschjäger, Kuan-Hsun Chen
2022 — ch.
Deep Learning Applications.
Mach. Learn. under Resour. Constraints Vol. 2 (2)
Wolfgang Rhode, Mirco Hünnefeld, Bernhard Spaan, Vukan Jevtic, Lukas Pfahler, Sebastian Buschjäger
2022 J jnl
Efficient Realization of Decision Trees for Real-Time Inference.
ACM Trans. Embed. Comput. Syst.
Kuan-Hsun Chen, Chiahui Su, Christian Hakert, Sebastian Buschjäger, Chao-Lin Lee, Jenq-Kuen Lee, Katharina Morik, Jian-Jia Chen
2022 — —
Ensemble learning with discrete classifiers on small devices.
Sebastian Buschjäger
2022 J jnl
FeFET-Based Binarized Neural Networks Under Temperature-Dependent Bit Errors.
IEEE Trans. Computers
Mikail Yayla, Sebastian Buschjäger, Aniket Gupta, Jian-Jia Chen, Jörg Henkel, Katharina Morik, Kuan-Hsun Chen, Hussam Amrouch
2022 — ch.
Machine Learning Based on Emerging Memories.
Mach. Learn. under Resour. Constraints Vol. 1 (1)
Mikail Yayla, Sebastian Buschjäger, Hussam Amrouch
2022 — ch.
Monitoring and Feature Extraction.
Mach. Learn. under Resour. Constraints Vol. 2 (2)
Wolfgang Rhode, Tim Ruhe, Maximilian Linhoff, Jens Buß, Lukas Nickel, Sebastian Buschjäger
2022 J jnl
Randomized outlier detection with trees.
Int. J. Data Sci. Anal.
Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik
2022 J jnl
Reliable Binarized Neural Networks on Unreliable Beyond Von-Neumann Architecture.
IEEE Trans. Circuits Syst. I Regul. Pap.
Mikail Yayla, Simon Thomann, Sebastian Buschjäger, Katharina Morik, Jian-Jia Chen, Hussam Amrouch
2022 A* conf
Shrub Ensembles for Online Classification.
AAAI
Sebastian Buschjäger, Sibylle Hess, Katharina Morik
2022 — ch.
Summary Extraction from Streams.
Mach. Learn. under Resour. Constraints Vol. 1 (1)
Sebastian Buschjäger, Katharina Morik
2021 J jnl
Bit Error Tolerance Metrics for Binarized Neural Networks.
CoRR
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
2021 J jnl
GPU-Accelerated Optimizer-Aware Evaluation of Submodular Exemplar Clustering.
CoRR
Philipp-Jan Honysz, Sebastian Buschjäger, Katharina Morik
2021 J jnl
Improving the Accuracy-Memory Trade-Off of Random Forests Via Leaf-Refinement.
CoRR
Sebastian Buschjäger, Katharina Morik
2021 A conf
Margin-Maximization in Binarized Neural Networks for Optimizing Bit Error Tolerance.
DATE
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
2021 J jnl
Providing Meaningful Data Summarizations Using Examplar-based Clustering in Industry 4.0.
CoRR
Philipp-Jan Honysz, Alexander Schulze-Struchtrup, Sebastian Buschjäger, Katharina Morik
2021 J jnl
Shrub Ensembles for Online Classification.
CoRR
Sebastian Buschjäger, Sibylle Hess, Katharina Morik
2021 J jnl
There is no Double-Descent in Random Forests.
CoRR
Sebastian Buschjäger, Katharina Morik
2021 — conf
Very Fast Streaming Submodular Function Maximization.
ECML/PKDD (3)
Sebastian Buschjäger, Philipp-Jan Honysz, Lukas Pfahler, Katharina Morik
2020 B conf
Generalized Isolation Forest: Some Theory and More Applications Extended Abstract.
DSAA
Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik
2020 J jnl
Generalized Negative Correlation Learning for Deep Ensembling.
CoRR
Sebastian Buschjäger, Lukas Pfahler, Katharina Morik
2020 — conf
On-Site Gamma-Hadron Separation with Deep Learning on FPGAs.
ECML/PKDD (4)
Sebastian Buschjäger, Lukas Pfahler, Jens Buß, Katharina Morik, Wolfgang Rhode
2020 J jnl
Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks.
CoRR
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
2020 J jnl
Very Fast Streaming Submodular Function Maximization.
CoRR
Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik
2019 C conf
Gaussian Model Trees for Traffic Imputation.
ICPRAM
Sebastian Buschjäger, Thomas Liebig, Katharina Morik
2018 J jnl
Big Data Science.
Künstliche Intell.
Katharina Morik, Christian Bockermann, Sebastian Buschjäger
2018 J jnl
Decision Tree and Random Forest Implementations for Fast Filtering of Sensor Data.
IEEE Trans. Circuits Syst. I Regul. Pap.
Sebastian Buschjäger, Katharina Morik
2018 A* conf
Realization of Random Forest for Real-Time Evaluation through Tree Framing.
ICDM
Sebastian Buschjäger, Kuan-Hsun Chen, Jian-Jia Chen, Katharina Morik
2017 — conf
Summary Extraction on Data Streams in Embedded Systems.
IOTSTREAMING@PKDD/ECML
Sebastian Buschjäger, Katharina Morik, Maik Schmidt