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Recognition of anomalous events is a challenging but critical task in many scientific and industrial fields, especially when the properties of anomalies are unknown.
“Deep Learning for Anomaly Detection: A Survey”, 2019, pp. 1–50
Raghavendra Chalapathy and Sanjay Chawla · 1901
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“Deep Learning for Anomaly Detection: A Survey”, 2019, pp. 1–50
Raghavendra Chalapathy and Sanjay Chawla · 1901
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“Open data from the first and second observing runs of Advanced LIGO and Advanced Virgo”, 2019
R. Abbott et al · 1912
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“Open data from the first and second observing runs of Advanced LIGO and Advanced Virgo”, 2019
R. Abbott et al · 1912
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“Multidimensional binary search trees used for associative searching”
Jon Bentley · 1975
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“Multidimensional binary search trees used for associative searching”
Jon Bentley · 1975
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“Simple mathematical models with very complicated dynamics”
Robert May · 1976
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“Simple mathematical models with very complicated dynamics”
Robert May · 1976
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“Geometry from a Time Series”
N.. Packard, J.. Crutchfield, J.. Farmer and R.. Shaw · 1980
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“Geometry from a Time Series”
N.. Packard, J.. Crutchfield, J.. Farmer and R.. Shaw · 1980
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“Detecting strange attractors in turbulence”
Floris Takens · 1981
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“Detecting strange attractors in turbulence”
Floris Takens · 1981
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“Nonlinear noise reduction for electrocardiograms”
Thomas Schreiber and Daniel. Kaplan · 1996
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“Nonlinear noise reduction for electrocardiograms”
Thomas Schreiber and Daniel. Kaplan · 1996
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“Statistical test for dynamical nonstationarity in observed time-series data”
Matthew. Kennel · 1997
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“The use of the area under the ROC curve in the evaluation of machine learning algorithms”
Andrew. Bradley · 1997
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“Statistical test for dynamical nonstationarity in observed time-series data”
Matthew. Kennel · 1997
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“The use of the area under the ROC curve in the evaluation of machine learning algorithms”
Andrew. Bradley · 1997
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“Toward prediction of physiological state signals in sleep apnea”
Joel Bock and David. Gough · 1998
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“Toward prediction of physiological state signals in sleep apnea”
Joel Bock and David. Gough · 1998
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“Recurrence time statistics for chaotic systems and their applications”
J.. Gao · 1999
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“Development of the polysomnographic database on CD-ROM”
Y. Ichimaru and G.. Moody · 1999
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“Recurrence time statistics for chaotic systems and their applications”
J.. Gao · 1999
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“Development of the polysomnographic database on CD-ROM”
Y. Ichimaru and G.. Moody · 1999
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“LOF: Identifying density-based local outliers”
Markus. Breunig, Hans-Peter Kriegel, Raymond. Ng and J“”org Sander · 2000
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“PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.”
A.. Goldberger et al · 2000
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“LOF: Identifying density-based local outliers”
Markus. Breunig, Hans-Peter Kriegel, Raymond. Ng and J“”org Sander · 2000
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“PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.”
A.. Goldberger et al · 2000
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“A review on outlier/anomaly detection in time series data”
Ane Bl“’azquez-Garc“’ia, Angel Conde, Usue Mori and Jose. Lozano · 2002
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“Measuring Nonstationarity by Analyzing the Loss of Recurrence in Dynamical Systems”
Christoph Rieke et al · 2002
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“Systematic comparison of different algorithms for apnoea detection based on electrocardiogram recordings”
T. Penzel et al · 2002
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“A review on outlier/anomaly detection in time series data”
Ane Bl“’azquez-Garc“’ia, Angel Conde, Usue Mori and Jose. Lozano · 2002
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“Measuring Nonstationarity by Analyzing the Loss of Recurrence in Dynamical Systems”
Christoph Rieke et al · 2002
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“Systematic comparison of different algorithms for apnoea detection based on electrocardiogram recordings”
T. Penzel et al · 2002
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“Is heart rate variability the simple solution to diagnose sleep apnoea?”
T. Penzel · 2003
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“A differential entropy based method for determining the optimal embedding parameters of a signal”
Temujin Gautama, Danilo. Mandic and Marc. Van Hulle · 2003
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“Is heart rate variability the simple solution to diagnose sleep apnoea?”
T. Penzel · 2003
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“A differential entropy based method for determining the optimal embedding parameters of a signal”
Temujin Gautama, Danilo. Mandic and Marc. Van Hulle · 2003
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“A Survey of Outlier Detection Methodologies”
Victoria Hodge and Jim Austin · 2004
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“Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art”, 2020
Mohammad Braei and Sebastian Wagner · 2004
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“Improved statistical test for nonstationarity using recurrence time statistics”
Christoph Rieke, Ralph. Andrzejak, Florian Mormann and Klaus Lehnertz · 2004
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“A Survey of Outlier Detection Methodologies”
Victoria Hodge and Jim Austin · 2004
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“Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art”, 2020
Mohammad Braei and Sebastian Wagner · 2004
Cited alongside, same era.
“Improved statistical test for nonstationarity using recurrence time statistics”
Christoph Rieke, Ralph. Andrzejak, Florian Mormann and Klaus Lehnertz · 2004
Cited alongside, same era.
“HOT SAX: Efficiently finding the most unusual time series subsequence”
Eamonn Keogh, Jessica Lin and Ada Fu · 2005
Cited alongside, same era.
“Numerical estimates of local dimension by waiting time and quantitative recurrence”
Timoteo Carletti and Stefano Galatolo · 2005
Cited alongside, same era.
“HOT SAX: Efficiently finding the most unusual time series subsequence”
“Equation-free mechanistic ecosystem forecasting using empirical dynamic modeling”
Hao Ye et al · 2015
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“Building a Balanced k k -d Tree in O ( k n log n ) O(kn\log n) Time”
Russell Brown · 2015
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“An Obstructive Sleep Apnea Detection Approach Using a Discriminative Hidden Markov Model from ECG Signals”
Changyue Song et al · 2015
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“A survey of anomaly detection techniques in financial domain”
Mohiuddin Ahmed, Abdun Mahmood and Md Islam · 2015
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“Time series anomaly discovery with grammar-based compression”
Pavel Senin et al · 2015
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“Event detection in marine time series data”
S Oehmcke, O Zielinski and O Kramer · 2015
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Eamonn Keogh, Jessica Lin and Ada Fu · 2005
Cited alongside, same era.
“Numerical estimates of local dimension by waiting time and quantitative recurrence”
Timoteo Carletti and Stefano Galatolo · 2005
Cited alongside, same era.
“Recurrence plots for the analysis of complex systems”
N MARWAN, M CARMENROMANO, M THIEL and J KURTHS · 2006
Cited alongside, same era.
“Use of sample entropy approach to study heart rate variability in obstructive sleep apnea syndrome”
H.. Al-Angari and A.V. Sahakian · 2006
Cited alongside, same era.
“Recurrence plots for the analysis of complex systems”
N MARWAN, M CARMENROMANO, M THIEL and J KURTHS · 2006
Cited alongside, same era.
“Use of sample entropy approach to study heart rate variability in obstructive sleep apnea syndrome”
H.. Al-Angari and A.V. Sahakian · 2006
Cited alongside, same era.
“The Black Swan: The Impact of the Highly Improbable”
Nassim Taleb · 2007
Cited alongside, same era.
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“Equation-free mechanistic ecosystem forecasting using empirical dynamic modeling”
Hao Ye et al · 2015
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“Building a Balanced k k -d Tree in O ( k n log n ) O(kn\log n) Time”
Russell Brown · 2015
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“An Obstructive Sleep Apnea Detection Approach Using a Discriminative Hidden Markov Model from ECG Signals”
Changyue Song et al · 2015
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“A survey of anomaly detection techniques in financial domain”
Mohiuddin Ahmed, Abdun Mahmood and Md Islam · 2015
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“Observation of Gravitational Waves from a Binary Black Hole Merger”
B.. Abbott et al · 2016
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“Ensemble Kalman filtering without a model”
Franz Hamilton, Tyrus Berry and Timothy Sauer · 2016
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“Fault detection via recurrence time statistics and one-class classification”
David Mart“’inez-Rego, Oscar Fontenla-Romero, Amparo Alonso-Betanzos and Jos“’e. Principe · 2016
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“Matrix profile I: All pairs similarity joins for time series: A unifying view that includes motifs, discords and shapelets”
Chin Chia Yeh et al · 2016
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“An algorithm for sleep apnea detection from single-lead ECG using Hermite basis functions”
Hemant Sharma and K Sharma · 2016
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“GW150914: First results from the search for binary black hole coalescence with Advanced LIGO”
B. P. Abbott et al · 2016
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“Observing gravitational-wave transient GW150914 with minimal assumptions”
B.. Abbott et al · 2016
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“Observation of Gravitational Waves from a Binary Black Hole Merger”
B.. Abbott et al · 2016
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“Ensemble Kalman filtering without a model”
Franz Hamilton, Tyrus Berry and Timothy Sauer · 2016
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“Fault detection via recurrence time statistics and one-class classification”
David Mart“’inez-Rego, Oscar Fontenla-Romero, Amparo Alonso-Betanzos and Jos“’e. Principe · 2016
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“Matrix profile I: All pairs similarity joins for time series: A unifying view that includes motifs, discords and shapelets”
Chin Chia Yeh et al · 2016
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“An algorithm for sleep apnea detection from single-lead ECG using Hermite basis functions”
Hemant Sharma and K Sharma · 2016
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“GW150914: First results from the search for binary black hole coalescence with Advanced LIGO”
B. P. Abbott et al · 2016
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“Observing gravitational-wave transient GW150914 with minimal assumptions”
B.. Abbott et al · 2016
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“Gravity Spy: integrating advanced LIGO detector characterization, machine learning, and citizen science”
M Zevin et al · 2017
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“Gravity Spy: integrating advanced LIGO detector characterization, machine learning, and citizen science”
M Zevin et al · 2017
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“Complete Inference of Causal Relations between Dynamical Systems”
Zsigmond Benko et al · 2018
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“Complete Inference of Causal Relations between Dynamical Systems”
Zsigmond Benko et al · 2018
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“A survey of deep learning-based network anomaly detection”
Donghwoon Kwon et al · 2019
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“Time series anomaly detection based on shapelet learning”
Laura Beggel et al · 2019
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“Causal relationship between local field potential and intrinsic optical signal in epileptiform activity in vitro”
Zsigmond Benko et al · 2019
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“Old sins have long shadows: climate change weakens efficiency of trophic coupling of phyto- and zooplankton in a deep oligo-mesotrophic lowland lake (Stechlin, Germany)—a causality analysis”
G“’eza. Selmeczy et al · 2019
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“A survey of deep learning-based network anomaly detection”
Donghwoon Kwon et al · 2019
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“Time series anomaly detection based on shapelet learning”
Laura Beggel et al · 2019
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“Causal relationship between local field potential and intrinsic optical signal in epileptiform activity in vitro”
Zsigmond Benko et al · 2019
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“Old sins have long shadows: climate change weakens efficiency of trophic coupling of phyto- and zooplankton in a deep oligo-mesotrophic lowland lake (Stechlin, Germany)—a causality analysis”
G“’eza. Selmeczy et al · 2019
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“Using machine learning to predict extreme events in complex systems”
Di Qi and Andrew. Majda · 2020
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“jMotif”
Pavel Senin · 2020
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“Using machine learning to predict extreme events in complex systems”
Di Qi and Andrew. Majda · 2020
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Pavel Senin · 2020
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