Extending the generalised Pareto distribution for novelty detection in high-dimensional spaces

Extending the generalised Pareto distribution for novelty detection in high-dimensional spaces

Novelty detection involves the construction of a “model of normality”, and then classifies test data as being either “normal” or “abnormal” with respect to that model. For this reason, it is often termed one-class classification. The approach is suitable for cases in which examples of “normal” behav...

Cur síos iomlán

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Clifton, D, Clifton, L, Hugueny, S, Tarassenko, L
Formáid:	Journal article
Teanga:	English
Foilsithe / Cruthaithe:	Springer US 2013

Míreanna comhchosúla

PINNING THE TAIL ON THE DISTRIBUTION: A MULTIVARIATE EXTENSION TO THE GENERALISED PARETO DISTRIBUTION
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2011)

Novelty detection with multivariate extreme value statistics
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2010)

An extreme function theory for novelty detection
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2012)

A COMPARISON OF APPROACHES TO MULTIVARIATE EXTREME VALUE THEORY FOR NOVELTY DETECTION
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2009)

Novelty detection with multivariate extreme value theory, part I: A numerical approach to multimodal estimation
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2009)

NOVELTY DETECTION WITH MULTIVARIATE EXTREME VALUE THEORY, PART II: AN ANALYTICAL APPROACH TO UNIMODAL ESTIMATION
de réir: Hugueny, S, et al.
Foilsithe / Cruthaithe: (2009)

NOVELTY DETECTION WITH MULTIVARIATE EXTREME VALUE THEORY, PART I: A NUMERICAL APPROACH TO MULTIMODAL ESTIMATION
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2009)

A review of novelty detection
de réir: Pimentel, M, et al.
Foilsithe / Cruthaithe: (2014)

Automated novelty detection in industrial systems
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2008)

Novelty detection in large-vehicle turbocharger operation
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2007)

Learning shape for jet engine novelty detection
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2006)

Probabilistic novelty detection with support vector machines
de réir: Clifton, L, et al.
Foilsithe / Cruthaithe: (2014)

A framework for novelty detection in jet engine vibration data
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2007)

Probabilistic patient monitoring using extreme value theory: A multivariate, multimodal methodology for detecting patient deterioration
de réir: Hugueny, S, et al.
Foilsithe / Cruthaithe: (2010)

Application of an intuitive novelty metric for jet engine condition monitoring
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2006)

Novelty Detection for Identifying Deterioration in Emergency Department Patients
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2011)

Probabilistic Patient Monitoring with Multivariate, Multimodal Extreme Value Theory
de réir: Hugueny, S, et al.
Foilsithe / Cruthaithe: (2011)

Novelty detection with extreme value theory in vital-sign monitoring
de réir: Hugueny, S, et al.
Foilsithe / Cruthaithe: (2013)

Bayesian extreme value statistics for novelty detection in gas-turbine engines
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2008)

Combined support vector novelty detection for multi-channel combustion data
de réir: Clifton, L, et al.
Foilsithe / Cruthaithe: (2007)

A PROBABILISTIC RESOURCE ALLOCATING NETWORK FOR NOVELTY DETECTION
de réir: Roberts, S, et al.
Foilsithe / Cruthaithe: (1994)

Novelty detection for the identification of abnormalities
de réir: Tarassenko, L, et al.
Foilsithe / Cruthaithe: (2000)

Assessing the Performance of the Discrete Generalised Pareto Distribution in Modelling Non-Life Insurance Claims
de réir: S. K.-B. Dzidzornu, et al.
Foilsithe / Cruthaithe: (2021-01-01)

Optimising classifiers for the detection of physiological deterioration in patient vital-sign data
de réir: Khalid, S, et al.
Foilsithe / Cruthaithe: (2011)

A two-class approach to the detection of physiological deterioration in patient vital signs, with clinical label refinement.
de réir: Khalid, S, et al.
Foilsithe / Cruthaithe: (2012)

Extending set functors to generalised metric spaces
de réir: Adriana Balan, et al.
Foilsithe / Cruthaithe: (2019-01-01)

Point process models for novelty detection on spatial point patterns and their extremes
de réir: Luca, SE, et al.
Foilsithe / Cruthaithe: (2018)

Choosing an appropriate model for novelty detection
de réir: Nairac, A, et al.
Foilsithe / Cruthaithe: (1997)

A Bayesian patient-based model for detecting deterioration in vital signs using manual observations
de réir: Khalid, S, et al.
Foilsithe / Cruthaithe: (2014)

Probabilistic Detection of Vital Sign Abnormality with Gaussian Process Regression
de réir: Wong, D, et al.
Foilsithe / Cruthaithe: (2012)

On Some Characterizations of the Extended Generalised Shifted Lindley Distribution
de réir: Sourav Rana, et al.
Foilsithe / Cruthaithe: (2024-02-01)

Static and dynamic novelty detection methods for jet engine health monitoring.
de réir: Hayton, P, et al.
Foilsithe / Cruthaithe: (2007)

Static and dynamic novelty detection methods for jet engine health monitoring
de réir: Hayton, P, et al.
Foilsithe / Cruthaithe: (2007)

Support vector novelty detection applied to Jet Engine vibration spectra
de réir: Hayton, P, et al.
Foilsithe / Cruthaithe: (2001)

Ensemble probability distribution for novelty detection
de réir: Qiao Xiaoshuang, et al.
Foilsithe / Cruthaithe: (2018-01-01)

Extended Autoencoder for Novelty Detection with Reconstruction along Projection Pathway
de réir: Seung Yeop Shin, et al.
Foilsithe / Cruthaithe: (2020-06-01)

Semiconductor wireless technology for chronic disease management
de réir: Tarassenko, L, et al.
Foilsithe / Cruthaithe: (2011)

Identification of patient deterioration in vital-sign data using one-class support vector machines
de réir: Clifton, L, et al.
Foilsithe / Cruthaithe: (2011)

Adaptive Adversarial Latent Space for Novelty Detection
de réir: Bin Jiang, et al.
Foilsithe / Cruthaithe: (2020-01-01)

Manual centile-based early warning scores derived from statistical distributions of observational vital-sign data
de réir: Watkinson, P, et al.
Foilsithe / Cruthaithe: (2018)