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Using variational autoencoders trained on known physics processes, we develop a one-sided threshold test to isolate previously unseen processes as outlier events.
B. Schölkopf, J. C. Platt, J. Shawe-Taylor, A. J. Smola and R. C. Williamson, Estimating the support of a high-dimensional distribution , Neural computation 13
2001
Earlier work this paper cites.
L. Lyons, Open statistical issues in particle physics , ArXiv e-prints (2008) [ 0811.1663 ]
2008
Earlier work this paper cites.
F. T. Liu, K. M. Ting and Z.-H. Zhou, Isolation forest , in Data Mining, 2008. ICDM’08. Eighth IEEE International Conference on , pp. 413–422, IEEE, 2008
2008
Earlier work this paper cites.
M. Cacciari, G. P. Salam and G. Soyez, The anti- k t k_{t} jet clustering algorithm , JHEP 04
2008
Earlier work this paper cites.
2010
Earlier work this paper cites.
ATLAS, CMS, LHC Higgs Combination Group
2011
Earlier work this paper cites.
F. Pedregosa et al., Scikit-learn: Machine learning in Python , Journal of Machine Learning Research 12
2011
Earlier work this paper cites.
F. T. Liu, K. M. Ting and Z.-H. Zhou, Isolation-based anomaly detection , ACM Transactions on Knowledge Discovery from Data (TKDD) 6
2012
Earlier work this paper cites.
M. Cacciari, G. P. Salam and G. Soyez, FastJet User Manual , Eur. Phys. J. C72
2012
Cited alongside, same era.
D. P. Kingma and M. Welling, Auto-Encoding Variational Bayes , ArXiv e-prints (2013) [ 1312.6114 ]
2013
Cited alongside, same era.
2014
Cited alongside, same era.
2014
Cited alongside, same era.
J. An and S. Cho, Variational autoencoder based anomaly detection using reconstruction probability , Special Lecture on IE 2
2015
Cited alongside, same era.
F. Chollet et al., “Keras.” https://github.com/fchollet/keras , 2015
2015
Later among the works it cites.
M. Abadi et al., TensorFlow: Large-scale machine learning on heterogeneous systems , 2015
2015
Later among the works it cites.
2017
Later among the works it cites.
J. M. Tomczak and M. Welling, VAE with a vampprior , CoRR abs/1705.07120
2017
Later among the works it cites.
2018
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C. C. Aggarwal, Outlier analysis , in Data mining , pp. 237–263, Springer, 2015
2015
Cited alongside, same era.
T. Sjöstrand et al., An Introduction to PYTHIA 8.2 , Comput. Phys. Commun. 191
2015
Cited alongside, same era.
D. Contardo, M. Klute, J. Mans, L. Silvestris and J. Butler, Technical Proposal for the Phase-II Upgrade of the CMS Detector , Tech. Rep. CERN-LHCC-2015-010. LHCC-P-008. CMS-TDR-15-02, CERN, Geneva, Jun, 2015
2015
Cited alongside, same era.
Cited in the paper.
A. De Simone and T. Jacques, Guiding New Physics Searches with Unsupervised Learning , 1807.06038
Cited in the paper.
J. Hajer, Y.-Y. Li, T. Liu and H. Wang, Novelty Detection Meets Collider Physics , 1807.10261
Cited in the paper.
Cited in the paper.