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Mechanical devices such as engines, vehicles, aircrafts, etc., are typically instrumented with numerous sensors to capture the behavior and health of the machine.
Detection of Abrupt Changes: Theory and Application
Basseville, Michèle and Nikiforov, Igor V · 1993
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Long short-term memory
Hochreiter, Sepp and Schmidhuber, Jürgen · 1997
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A markov chain model of temporal behavior for anomaly detection
Ye, Nong et al · 2000
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Principal component analysis
Jolliffe, Ian · 2002
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Online novelty detection on temporal sequences
Ma, Junshui and Perkins, Simon · 2003
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Hot sax: Efficiently finding the most unusual time series subsequence
Keogh, Eamonn, Lin, Jessica, and Fu, Ada · 2005
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Static and dynamic novelty detection methods for jet engine health monitoring
Hayton, Paul, Utete, Simukai, King, Dennis, King, Steve, Anuzis, Paul, and Tarassenko, Lionel · 2007
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Semi-supervised anomaly detection for eeg waveforms using deep belief nets
Wulsin, Drausin, Blanco, Justin, Mani, Ram, and Litt, Brian · 2010
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Learning phrase representations using rnn encoder-decoder for statistical machine translation
Cho, Kyunghyun, Van Merriënboer, Bart, Gulcehre, Caglar, Bahdanau, Dzmitry, Bougares, Fethi, Schwenk, Holger, and Bengio, Yoshua · 2014
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Adam: A method for stochastic optimization
Kingma, Diederik P. and Ba, Jimmy · 2014
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Anomaly detection using autoencoders with nonlinear dimensionality reduction
Sakurada, Mayu and Yairi, Takehisa · 2014
Cited alongside, same era.
Scheduled sampling for sequence prediction with recurrent neural networks
Bengio, Samy, Vinyals, Oriol, Jaitly, Navdeep, and Shazeer, Noam · 2015
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Anomaly detection in ecg time signals via deep long short-term memory networks
Chauhan, Sucheta and Vig, Lovekesh · 2015
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A hierarchical neural autoencoder for paragraphs and documents
Li, Jiwei, Luong, Minh-Thang, and Jurafsky, Dan · 2015
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Long short term memory networks for anomaly detection in time series
Malhotra, Pankaj, Vig, Lovekesh, Shroff, Gautam, and Agarwal, Puneet · 2015
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Grammar as a foreign language
Vinyals, Oriol, Kaiser, Łukasz, Koo, Terry, Petrov, Slav, Sutskever, Ilya, and Hinton, Geoffrey · 2015
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Sequence to sequence learning with neural networks
Sutskever, Ilya, Vinyals, Oriol, and Le, Quoc V · 2014
Cited alongside, same era.
Yadav, Mohit, Malhotra, Pankaj, Vig, Lovekesh, Sriram, K, and Shroff, Gautam · 2015
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