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...

書誌詳細
主要な著者:	Clifton, D, Clifton, L, Hugueny, S, Tarassenko, L
フォーマット:	Journal article
言語:	English
出版事項:	Springer US 2013

類似資料

PINNING THE TAIL ON THE DISTRIBUTION: A MULTIVARIATE EXTENSION TO THE GENERALISED PARETO DISTRIBUTION
著者:: Clifton, D, 等
出版事項: (2011)

Novelty detection with multivariate extreme value statistics
著者:: Clifton, D, 等
出版事項: (2010)

An extreme function theory for novelty detection
著者:: Clifton, D, 等
出版事項: (2012)

A COMPARISON OF APPROACHES TO MULTIVARIATE EXTREME VALUE THEORY FOR NOVELTY DETECTION
著者:: Clifton, D, 等
出版事項: (2009)

Novelty detection with multivariate extreme value theory, part I: A numerical approach to multimodal estimation
著者:: Clifton, D, 等
出版事項: (2009)

NOVELTY DETECTION WITH MULTIVARIATE EXTREME VALUE THEORY, PART II: AN ANALYTICAL APPROACH TO UNIMODAL ESTIMATION
著者:: Hugueny, S, 等
出版事項: (2009)

NOVELTY DETECTION WITH MULTIVARIATE EXTREME VALUE THEORY, PART I: A NUMERICAL APPROACH TO MULTIMODAL ESTIMATION
著者:: Clifton, D, 等
出版事項: (2009)

A review of novelty detection
著者:: Pimentel, M, 等
出版事項: (2014)

Automated novelty detection in industrial systems
著者:: Clifton, D, 等
出版事項: (2008)

Novelty detection in large-vehicle turbocharger operation
著者:: Clifton, D, 等
出版事項: (2007)

Learning shape for jet engine novelty detection
著者:: Clifton, D, 等
出版事項: (2006)

Probabilistic novelty detection with support vector machines
著者:: Clifton, L, 等
出版事項: (2014)

A framework for novelty detection in jet engine vibration data
著者:: Clifton, D, 等
出版事項: (2007)

Probabilistic patient monitoring using extreme value theory: A multivariate, multimodal methodology for detecting patient deterioration
著者:: Hugueny, S, 等
出版事項: (2010)

Application of an intuitive novelty metric for jet engine condition monitoring
著者:: Clifton, D, 等
出版事項: (2006)

Novelty Detection for Identifying Deterioration in Emergency Department Patients
著者:: Clifton, D, 等
出版事項: (2011)

Probabilistic Patient Monitoring with Multivariate, Multimodal Extreme Value Theory
著者:: Hugueny, S, 等
出版事項: (2011)

Novelty detection with extreme value theory in vital-sign monitoring
著者:: Hugueny, S, 等
出版事項: (2013)

Bayesian extreme value statistics for novelty detection in gas-turbine engines
著者:: Clifton, D, 等
出版事項: (2008)

Combined support vector novelty detection for multi-channel combustion data
著者:: Clifton, L, 等
出版事項: (2007)

A PROBABILISTIC RESOURCE ALLOCATING NETWORK FOR NOVELTY DETECTION
著者:: Roberts, S, 等
出版事項: (1994)

Novelty detection for the identification of abnormalities
著者:: Tarassenko, L, 等
出版事項: (2000)

Assessing the Performance of the Discrete Generalised Pareto Distribution in Modelling Non-Life Insurance Claims
著者:: S. K.-B. Dzidzornu, 等
出版事項: (2021-01-01)

Optimising classifiers for the detection of physiological deterioration in patient vital-sign data
著者:: Khalid, S, 等
出版事項: (2011)

A two-class approach to the detection of physiological deterioration in patient vital signs, with clinical label refinement.
著者:: Khalid, S, 等
出版事項: (2012)

Extending set functors to generalised metric spaces
著者:: Adriana Balan, 等
出版事項: (2019-01-01)

Point process models for novelty detection on spatial point patterns and their extremes
著者:: Luca, SE, 等
出版事項: (2018)

Choosing an appropriate model for novelty detection
著者:: Nairac, A, 等
出版事項: (1997)

A Bayesian patient-based model for detecting deterioration in vital signs using manual observations
著者:: Khalid, S, 等
出版事項: (2014)

Probabilistic Detection of Vital Sign Abnormality with Gaussian Process Regression
著者:: Wong, D, 等
出版事項: (2012)

On Some Characterizations of the Extended Generalised Shifted Lindley Distribution
著者:: Sourav Rana, 等
出版事項: (2024-02-01)

Static and dynamic novelty detection methods for jet engine health monitoring.
著者:: Hayton, P, 等
出版事項: (2007)

Static and dynamic novelty detection methods for jet engine health monitoring
著者:: Hayton, P, 等
出版事項: (2007)

Support vector novelty detection applied to Jet Engine vibration spectra
著者:: Hayton, P, 等
出版事項: (2001)

Ensemble probability distribution for novelty detection
著者:: Qiao Xiaoshuang, 等
出版事項: (2018-01-01)

Extended Autoencoder for Novelty Detection with Reconstruction along Projection Pathway
著者:: Seung Yeop Shin, 等
出版事項: (2020-06-01)

Semiconductor wireless technology for chronic disease management
著者:: Tarassenko, L, 等
出版事項: (2011)

Identification of patient deterioration in vital-sign data using one-class support vector machines
著者:: Clifton, L, 等
出版事項: (2011)

Adaptive Adversarial Latent Space for Novelty Detection
著者:: Bin Jiang, 等
出版事項: (2020-01-01)

Manual centile-based early warning scores derived from statistical distributions of observational vital-sign data
著者:: Watkinson, P, 等
出版事項: (2018)