Novelty detection with multivariate extreme value statistics

Novelty detection with multivariate extreme value statistics

Novelty detection, or one-class classification, aims to determine if data are “normal” with respect to some model of normality constructed using examples of normal system behaviour. If that model is composed of generative probability distributions, the extent of “normality” in the data space can be...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Clifton, D, Hugueny, S, Tarassenko, L
Fformat:	Journal article
Cyhoeddwyd:	Springer 2010

Eitemau Tebyg

A COMPARISON OF APPROACHES TO MULTIVARIATE EXTREME VALUE THEORY FOR NOVELTY DETECTION
gan: Clifton, D, et al.
Cyhoeddwyd: (2009)

Novelty detection with multivariate extreme value theory, part I: A numerical approach to multimodal estimation
gan: Clifton, D, et al.
Cyhoeddwyd: (2009)

NOVELTY DETECTION WITH MULTIVARIATE EXTREME VALUE THEORY, PART II: AN ANALYTICAL APPROACH TO UNIMODAL ESTIMATION
gan: Hugueny, S, et al.
Cyhoeddwyd: (2009)

NOVELTY DETECTION WITH MULTIVARIATE EXTREME VALUE THEORY, PART I: A NUMERICAL APPROACH TO MULTIMODAL ESTIMATION
gan: Clifton, D, et al.
Cyhoeddwyd: (2009)

An extreme function theory for novelty detection
gan: Clifton, D, et al.
Cyhoeddwyd: (2012)

Probabilistic Patient Monitoring with Multivariate, Multimodal Extreme Value Theory
gan: Hugueny, S, et al.
Cyhoeddwyd: (2011)

Probabilistic patient monitoring using extreme value theory: A multivariate, multimodal methodology for detecting patient deterioration
gan: Hugueny, S, et al.
Cyhoeddwyd: (2010)

Novelty detection with extreme value theory in vital-sign monitoring
gan: Hugueny, S, et al.
Cyhoeddwyd: (2013)

Bayesian extreme value statistics for novelty detection in gas-turbine engines
gan: Clifton, D, et al.
Cyhoeddwyd: (2008)

Extending the generalised Pareto distribution for novelty detection in high-dimensional spaces
gan: Clifton, D, et al.
Cyhoeddwyd: (2013)

A review of novelty detection
gan: Pimentel, M, et al.
Cyhoeddwyd: (2014)

PINNING THE TAIL ON THE DISTRIBUTION: A MULTIVARIATE EXTENSION TO THE GENERALISED PARETO DISTRIBUTION
gan: Clifton, D, et al.
Cyhoeddwyd: (2011)

Automated novelty detection in industrial systems
gan: Clifton, D, et al.
Cyhoeddwyd: (2008)

Extreme value statistics for novelty detection in biomedical data processing
gan: Roberts, S
Cyhoeddwyd: (2000)

Extreme value statistics for novelty detection in biomedical signal processing
gan: Roberts, S, et al.
Cyhoeddwyd: (2000)

Novelty detection in large-vehicle turbocharger operation
gan: Clifton, D, et al.
Cyhoeddwyd: (2007)

Learning shape for jet engine novelty detection
gan: Clifton, D, et al.
Cyhoeddwyd: (2006)

Probabilistic novelty detection with support vector machines
gan: Clifton, L, et al.
Cyhoeddwyd: (2014)

A framework for novelty detection in jet engine vibration data
gan: Clifton, D, et al.
Cyhoeddwyd: (2007)

Novelty Detection for Identifying Deterioration in Emergency Department Patients
gan: Clifton, D, et al.
Cyhoeddwyd: (2011)

Application of an intuitive novelty metric for jet engine condition monitoring
gan: Clifton, D, et al.
Cyhoeddwyd: (2006)

Point process models for novelty detection on spatial point patterns and their extremes
gan: Luca, SE, et al.
Cyhoeddwyd: (2018)

A PROBABILISTIC RESOURCE ALLOCATING NETWORK FOR NOVELTY DETECTION
gan: Roberts, S, et al.
Cyhoeddwyd: (1994)

Novelty detection for the identification of abnormalities
gan: Tarassenko, L, et al.
Cyhoeddwyd: (2000)

On-line Novelty Detection Using the Kalman Filter and Extreme Value Theory
gan: Lee, H, et al.
Cyhoeddwyd: (2008)

Choosing an appropriate model for novelty detection
gan: Nairac, A, et al.
Cyhoeddwyd: (1997)

Combined support vector novelty detection for multi-channel combustion data
gan: Clifton, L, et al.
Cyhoeddwyd: (2007)

Static and dynamic novelty detection methods for jet engine health monitoring.
gan: Hayton, P, et al.
Cyhoeddwyd: (2007)

Static and dynamic novelty detection methods for jet engine health monitoring
gan: Hayton, P, et al.
Cyhoeddwyd: (2007)

Support vector novelty detection applied to Jet Engine vibration spectra
gan: Hayton, P, et al.
Cyhoeddwyd: (2001)

Vertical profiles of wind gust statistics from a regional reanalysis using multivariate extreme value theory
gan: J. Steinheuer, et al.
Cyhoeddwyd: (2020-04-01)

How should novelty be valued in science?
gan: Barak A Cohen
Cyhoeddwyd: (2017-07-01)

Estimating strategies for multiparameter Multivariate Extreme Value copulas
gan: G. Salvadori, et al.
Cyhoeddwyd: (2011-01-01)

Extreme Value Statistics in Silicon Photonics
gan: D. Borlaug, et al.
Cyhoeddwyd: (2009-01-01)

Database retrieval for novelty detection
gan: Ong, Chun Lin.
Cyhoeddwyd: (2009)

Mixture of hyperspheres for novelty detection
gan: Duy Nguyen, et al.
Cyhoeddwyd: (2016-06-01)

The Experience of Novelty and the Novelty of Experience
gan: Liubov Skavronskaya, et al.
Cyhoeddwyd: (2020-02-01)

Use of neural networks and novelty to determine periods of physiological instability prior to clinical events
gan: Braithwaite, E, et al.
Cyhoeddwyd: (2003)

Detecting Extreme Values with Order Statistics in Samples from Continuous Distributions
gan: Lorentz Jäntschi
Cyhoeddwyd: (2020-02-01)

Optimising classifiers for the detection of physiological deterioration in patient vital-sign data
gan: Khalid, S, et al.
Cyhoeddwyd: (2011)