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Marius Kloft
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Deep one-class classification
L Ruff, R Vandermeulen, N Goernitz, L Deecke, SA Siddiqui, A Binder, ...
International conference on machine learning, 4393-4402, 2018
12412018
lp-Norm Multiple Kernel Learning
M Kloft, U Brefeld, S Sonnenburg, A Zien
The Journal of Machine Learning Research 12, 953-997, 2011
4412011
Toward supervised anomaly detection
N Görnitz, M Kloft, K Rieck, U Brefeld
Journal of Artificial Intelligence Research 46, 235-262, 2013
3922013
A unifying review of deep and shallow anomaly detection
L Ruff, JR Kauffmann, RA Vandermeulen, G Montavon, W Samek, M Kloft, ...
Proceedings of the IEEE 109 (5), 756-795, 2021
3852021
Efficient and accurate lp-norm multiple kernel learning
M Kloft, U Brefeld, P Laskov, KR Müller, A Zien, S Sonnenburg
Advances in neural information processing systems 22, 2009
3462009
Predicting MOOC dropout over weeks using machine learning methods
M Kloft, F Stiehler, Z Zheng, N Pinkwart
Proceedings of the EMNLP 2014 workshop on analysis of large scale social …, 2014
3402014
Deep semi-supervised anomaly detection
L Ruff, RA Vandermeulen, N Görnitz, A Binder, E Müller, KR Müller, ...
International conference on learning representations (ICLR), 2020
3352020
Multiple kernel k-means with incomplete kernels
X Liu, X Zhu, M Li, L Wang, E Zhu, T Liu, M Kloft, D Shen, J Yin, W Gao
IEEE transactions on pattern analysis and machine intelligence 42 (5), 1191-1204, 2020
2792020
Image anomaly detection with generative adversarial networks
L Deecke, R Vandermeulen, L Ruff, S Mandt, M Kloft
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2019
1902019
Online anomaly detection under adversarial impact
M Kloft, P Laskov
Proceedings of the thirteenth international conference on artificial …, 2010
1672010
Non-sparse regularization and efficient training with multiple kernels
M Kloft, U Brefeld, S Sonnenburg, A Zien
arXiv preprint arXiv:1003.0079 186, 189-190, 2010
1522010
Efficient and effective regularized incomplete multi-view clustering
X Liu, M Li, C Tang, J Xia, J Xiong, L Liu, M Kloft, E Zhu
IEEE transactions on pattern analysis and machine intelligence, 2021
1172021
Explainable deep one-class classification
P Liznerski, L Ruff, RA Vandermeulen, BJ Franks, M Kloft, KR Müller
International Conference on Learning Representations (ICLR), 2021
1092021
Learning kernels using local rademacher complexity
C Cortes, M Kloft, M Mohri
Advances in neural information processing systems 26, 2013
952013
Security analysis of online centroid anomaly detection
M Kloft, P Laskov
The Journal of Machine Learning Research 13 (1), 3681-3724, 2012
902012
Active learning for network intrusion detection
N Görnitz, M Kloft, K Rieck, U Brefeld
Proceedings of the 2nd ACM workshop on Security and artificial intelligence …, 2009
902009
Cloze test helps: Effective video anomaly detection via learning to complete video events
G Yu, S Wang, Z Cai, E Zhu, C Xu, J Yin, M Kloft
Proceedings of the 28th ACM International Conference on Multimedia, 583-591, 2020
872020
Mixed kernel based extreme learning machine for electric load forecasting
Y Chen, M Kloft, Y Yang, C Li, L Li
Neurocomputing 312, 90-106, 2018
872018
Effective end-to-end unsupervised outlier detection via inlier priority of discriminative network
S Wang, Y Zeng, X Liu, E Zhu, J Yin, C Xu, M Kloft
Advances in neural information processing systems 32, 2019
752019
Automatic feature selection for anomaly detection
M Kloft, U Brefeld, P Düessel, C Gehl, P Laskov
Proceedings of the 1st ACM workshop on Workshop on AISec, 71-76, 2008
702008
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