Multitask Gaussian processes for multivariate physiological time-series analysis.

Multitask Gaussian processes for multivariate physiological time-series analysis.

Gaussian process (GP) models are a flexible means of performing nonparametric Bayesian regression. However, GP models in healthcare are often only used to model a single univariate output time series, denoted as single-task GPs (STGP). Due to an increasing prevalence of sensors in healthcare setti...

Cur síos iomlán

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Dürichen, R, Pimentel, M, Clifton, L, Schweikard, A, Clifton, D
Formáid:	Journal article
Teanga:	eng
Foilsithe / Cruthaithe:	IEEE 2015

Míreanna comhchosúla

Multi-task Gaussian process models for biomedical applications
de réir: Durichen, R, et al.
Foilsithe / Cruthaithe: (2014)

A unified approach for respiratory motion prediction and correlation with multi-task Gaussian Processes
de réir: Dürichen, R, et al.
Foilsithe / Cruthaithe: (2014)

Probabilistic estimation of respiratory rate using gaussian processes
de réir: Pimentel, M, et al.
Foilsithe / Cruthaithe: (2013)

Gaussian Processes for Monitoring Patients with Mobile Sensors
de réir: Clifton, D, et al.
Foilsithe / Cruthaithe: (2015)

Gaussian process regression in vital-sign early warning systems.
de réir: Clifton, L, et al.
Foilsithe / Cruthaithe: (2012)

Gaussian process regression in vital-sign early warning systems.
de réir: Clifton, L, et al.
Foilsithe / Cruthaithe: (2012)

Gaussian Processes for Personalized e-Health Monitoring With Wearable Sensors
de réir: Clifton, L, et al.
Foilsithe / Cruthaithe: (2013)

Gaussian processes for personalized e-health monitoring with wearable sensors
de réir: Clifton, L, et al.
Foilsithe / Cruthaithe: (2012)

Bayesian Gaussian processes for identifying the deteriorating patient
de réir: Colopy, G, et al.
Foilsithe / Cruthaithe: (2016)

Bayesian optimisation of Gaussian processes for identifying the deteriorating patient
de réir: Colopy, G, et al.
Foilsithe / Cruthaithe: (2017)

Patient-specific physiological monitoring and prediction using structured Gaussian processes
de réir: Zhu, T, et al.
Foilsithe / Cruthaithe: (2019)

State-space approximations to Gaussian processes for patient vital-sign monitoring in computationally-constrained clinical environments
de réir: Colopy, G, et al.
Foilsithe / Cruthaithe: (2016)

Efficient Prediction of Quantum Chemical Properties with Multitask Gaussian Process Regression
de réir: Fisher, Katharine
Foilsithe / Cruthaithe: (2023)

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

Comparison of parametric and non-parametric Bayesian inference for fusing sensory estimates in physiological time-series analysis
de réir: Zhu, T, et al.
Foilsithe / Cruthaithe: (2021)

Gaussian processes for personalized interpretable volatility metrics in the step-down ward
de réir: Colopy, G, et al.
Foilsithe / Cruthaithe: (2019)

Comparison of parametric and non‐parametric Bayesian inference for fusing sensory estimates in physiological time‐series analysis
de réir: Tingting Zhu, et al.
Foilsithe / Cruthaithe: (2021-04-01)

Gaussian processes for time-series modelling.
de réir: Roberts, S, et al.
Foilsithe / Cruthaithe: (2013)

Gaussian Process Regression for Astronomical Time Series
de réir: Aigrain, S, et al.
Foilsithe / Cruthaithe: (2023)

Robust nonlinear causality analysis of nonstationary multivariate physiological time series
de réir: Schäck, Tim, et al.
Foilsithe / Cruthaithe: (2020)

Personalised patient monitoring in haemodialysis using hierarchical Gaussian processes
de réir: Zhu, T, et al.
Foilsithe / Cruthaithe: (2017)

Modelling physiological deterioration in post-operative patient vital-sign data
de réir: Pimentel, M, et al.
Foilsithe / Cruthaithe: (2013)

Modelling physiological deterioration in post-operative patient vital-sign data
de réir: Pimentel, M, et al.
Foilsithe / Cruthaithe: (2013)

Learning Kullback-Leibler Divergence-Based Gaussian Model for Multivariate Time Series Classification
de réir: Gongqing Wu, et al.
Foilsithe / Cruthaithe: (2019-01-01)

College Students’ Psychological Health Analysis Based on Multitask Gaussian Graphical Models
de réir: Qiang Tian, et al.
Foilsithe / Cruthaithe: (2021-01-01)

Hetero-Dimensional Multitask Neuroevolution for Chaotic Time Series Prediction
de réir: Daoqing Zhang, et al.
Foilsithe / Cruthaithe: (2020-01-01)

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

Online variational Gaussian process for time series data
de réir: Weidong Wang, et al.
Foilsithe / Cruthaithe: (2024-12-01)

Data pre-processing using neural processes for modelling personalised vital-sign time-series data
de réir: Sharma, P, et al.
Foilsithe / Cruthaithe: (2021)

Disentangling Time-series Spectra with Gaussian Processes: Applications to Radial Velocity Analysis
de réir: Czekala, Ian, et al.
Foilsithe / Cruthaithe: (2017)

mgpr: An R package for multivariate Gaussian process regression
de réir: Petri Varvia, et al.
Foilsithe / Cruthaithe: (2023-12-01)

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

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

Elements of multivariate time series analysis /
de réir: 282324 Reinsel, Gregory C.
Foilsithe / Cruthaithe: (1993)

Analytic models of multitask processes
Foilsithe / Cruthaithe: (2002)

Analytic models of multitask processes
Foilsithe / Cruthaithe: (2002)

Multiscale Information Decomposition: Exact Computation for Multivariate Gaussian Processes
de réir: Luca Faes, et al.
Foilsithe / Cruthaithe: (2017-08-01)

Multivariate Interpolation of Wind Field Based on Gaussian Process Regression
de réir: Miao Feng, et al.
Foilsithe / Cruthaithe: (2018-05-01)

Time series analysis : univariate and multivariate methods /
de réir: 298744 Wei, William W. S.
Foilsithe / Cruthaithe: (2006)

Time series analysis : univariate and multivariate methods /
de réir: 443714 Wei, William
Foilsithe / Cruthaithe: (2006)