Decision tree and random forest implementations for fast filtering of sensor data S Buschjäger, K Morik
IEEE Transactions on Circuits and Systems I: Regular Papers 65 (1), 209-222, 2017
84 2017 Realization of random forest for real-time evaluation through tree framing S Buschjager, KH Chen, JJ Chen, K Morik
2018 IEEE International Conference on Data Mining (ICDM), 19-28, 2018
50 2018 Randomized outlier detection with trees S Buschjäger, PJ Honysz, K Morik
International Journal of Data Science and Analytics 13 (2), 91-104, 2022
38 2022 Margin-maximization in binarized neural networks for optimizing bit error tolerance S Buschjäger, JJ Chen, KH Chen, M Günzel, C Hakert, K Morik, R Novkin, ...
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 673-678, 2021
30 2021 Generalized negative correlation learning for deep ensembling S Buschjäger, L Pfahler, K Morik
arXiv preprint arXiv:2011.02952, 2020
24 2020 On-site gamma-hadron separation with deep learning on FPGAs S Buschjäger, L Pfahler, J Buss, K Morik, W Rhode
Machine Learning and Knowledge Discovery in Databases: Applied Data Science …, 2021
22 2021 Fefet-based binarized neural networks under temperature-dependent bit errors M Yayla, S Buschjäger, A Gupta, JJ Chen, J Henkel, K Morik, KH Chen, ...
IEEE Transactions on Computers 71 (7), 1681-1695, 2021
20 2021 Efficient realization of decision trees for real-time inference KH Chen, C Su, C Hakert, S Buschjäger, CL Lee, JK Lee, K Morik, ...
ACM Transactions on Embedded Computing Systems 21 (6), 1-26, 2022
16 2022 Reliable binarized neural networks on unreliable beyond von-neumann architecture M Yayla, S Thomann, S Buschjäger, K Morik, JJ Chen, H Amrouch
IEEE Transactions on Circuits and Systems I: Regular Papers 69 (6), 2516-2528, 2022
15 2022 There is no double-descent in random forests S Buschjäger, K Morik
arXiv preprint arXiv:2111.04409, 2021
15 2021 Very fast streaming submodular function maximization S Buschjäger, PJ Honysz, L Pfahler, K Morik
Machine Learning and Knowledge Discovery in Databases. Research Track …, 2021
12 2021 Generalized isolation forest: some theory and more applications extended abstract S Buschjäger, PJ Honysz, K Morik
2020 IEEE 7th International Conference on Data Science and Advanced …, 2020
12 2020 Joint leaf-refinement and ensemble pruning through S Buschjäger, K Morik
Data Mining and Knowledge Discovery 37 (3), 1230-1261, 2023
9 2023 Summary Extraction on Data Streams in Embedded Systems. S Buschjäger, K Morik, M Schmidt
IOTSTREAMING@ PKDD/ECML, 2017
7 2017 Towards explainable bit error tolerance of resistive ram-based binarized neural networks S Buschjäger, JJ Chen, KH Chen, M Günzel, C Hakert, K Morik, R Novkin, ...
arXiv preprint arXiv:2002.00909, 2020
6 2020 Improving the accuracy-memory trade-off of random forests via leaf-refinement S Buschjäger, K Morik
arXiv preprint arXiv:2110.10075, 2021
4 2021 Providing meaningful data summarizations using exemplar-based clustering in industry 4.0 PJ Honysz, A Schulze-Struchtrup, S Buschjäger, K Morik
arXiv preprint arXiv:2105.12026, 2021
4 2021 Bit error tolerance metrics for binarized neural networks S Buschjäger, JJ Chen, KH Chen, M Günzel, K Morik, R Novkin, L Pfahler, ...
arXiv preprint arXiv:2102.01344, 2021
4 2021 Stack usage analysis for efficient wear leveling in non-volatile main memory systems C Hakert, M Yayla, KH Chen, G von der Brüggen, JJ Chen, S Buschjäger, ...
2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD), 1-6, 2019
4 2019 Gaussian Model Trees for Traffic Imputation. S Buschjäger, T Liebig, K Morik
ICPRAM, 243-254, 2019
4 2019 