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...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς:	Dürichen, R, Pimentel, M, Clifton, L, Schweikard, A, Clifton, D
Μορφή:	Journal article
Γλώσσα:	eng
Έκδοση:	IEEE 2015

Παρόμοια τεκμήρια

Multi-task Gaussian process models for biomedical applications
ανά: Durichen, R, κ.ά.
Έκδοση: (2014)

A unified approach for respiratory motion prediction and correlation with multi-task Gaussian Processes
ανά: Dürichen, R, κ.ά.
Έκδοση: (2014)

Probabilistic estimation of respiratory rate using gaussian processes
ανά: Pimentel, M, κ.ά.
Έκδοση: (2013)

Gaussian Processes for Monitoring Patients with Mobile Sensors
ανά: Clifton, D, κ.ά.
Έκδοση: (2015)

Gaussian process regression in vital-sign early warning systems.
ανά: Clifton, L, κ.ά.
Έκδοση: (2012)

Gaussian process regression in vital-sign early warning systems.
ανά: Clifton, L, κ.ά.
Έκδοση: (2012)

Gaussian Processes for Personalized e-Health Monitoring With Wearable Sensors
ανά: Clifton, L, κ.ά.
Έκδοση: (2013)

Gaussian processes for personalized e-health monitoring with wearable sensors
ανά: Clifton, L, κ.ά.
Έκδοση: (2012)

Bayesian Gaussian processes for identifying the deteriorating patient
ανά: Colopy, G, κ.ά.
Έκδοση: (2016)

Bayesian optimisation of Gaussian processes for identifying the deteriorating patient
ανά: Colopy, G, κ.ά.
Έκδοση: (2017)

Patient-specific physiological monitoring and prediction using structured Gaussian processes
ανά: Zhu, T, κ.ά.
Έκδοση: (2019)

State-space approximations to Gaussian processes for patient vital-sign monitoring in computationally-constrained clinical environments
ανά: Colopy, G, κ.ά.
Έκδοση: (2016)

Efficient Prediction of Quantum Chemical Properties with Multitask Gaussian Process Regression
ανά: Fisher, Katharine
Έκδοση: (2023)

Probabilistic Detection of Vital Sign Abnormality with Gaussian Process Regression
ανά: Wong, D, κ.ά.
Έκδοση: (2012)

Comparison of parametric and non-parametric Bayesian inference for fusing sensory estimates in physiological time-series analysis
ανά: Zhu, T, κ.ά.
Έκδοση: (2021)

Gaussian processes for personalized interpretable volatility metrics in the step-down ward
ανά: Colopy, G, κ.ά.
Έκδοση: (2019)

Comparison of parametric and non‐parametric Bayesian inference for fusing sensory estimates in physiological time‐series analysis
ανά: Tingting Zhu, κ.ά.
Έκδοση: (2021-04-01)

Gaussian processes for time-series modelling.
ανά: Roberts, S, κ.ά.
Έκδοση: (2013)

Gaussian Process Regression for Astronomical Time Series
ανά: Aigrain, S, κ.ά.
Έκδοση: (2023)

Robust nonlinear causality analysis of nonstationary multivariate physiological time series
ανά: Schäck, Tim, κ.ά.
Έκδοση: (2020)

Personalised patient monitoring in haemodialysis using hierarchical Gaussian processes
ανά: Zhu, T, κ.ά.
Έκδοση: (2017)

Modelling physiological deterioration in post-operative patient vital-sign data
ανά: Pimentel, M, κ.ά.
Έκδοση: (2013)

Modelling physiological deterioration in post-operative patient vital-sign data
ανά: Pimentel, M, κ.ά.
Έκδοση: (2013)

Learning Kullback-Leibler Divergence-Based Gaussian Model for Multivariate Time Series Classification
ανά: Gongqing Wu, κ.ά.
Έκδοση: (2019-01-01)

College Students’ Psychological Health Analysis Based on Multitask Gaussian Graphical Models
ανά: Qiang Tian, κ.ά.
Έκδοση: (2021-01-01)

Hetero-Dimensional Multitask Neuroevolution for Chaotic Time Series Prediction
ανά: Daoqing Zhang, κ.ά.
Έκδοση: (2020-01-01)

Novelty detection with multivariate extreme value statistics
ανά: Clifton, D, κ.ά.
Έκδοση: (2010)

Online variational Gaussian process for time series data
ανά: Weidong Wang, κ.ά.
Έκδοση: (2024-12-01)

Data pre-processing using neural processes for modelling personalised vital-sign time-series data
ανά: Sharma, P, κ.ά.
Έκδοση: (2021)

Disentangling Time-series Spectra with Gaussian Processes: Applications to Radial Velocity Analysis
ανά: Czekala, Ian, κ.ά.
Έκδοση: (2017)

mgpr: An R package for multivariate Gaussian process regression
ανά: Petri Varvia, κ.ά.
Έκδοση: (2023-12-01)

Probabilistic Patient Monitoring with Multivariate, Multimodal Extreme Value Theory
ανά: Hugueny, S, κ.ά.
Έκδοση: (2011)

Optimising classifiers for the detection of physiological deterioration in patient vital-sign data
ανά: Khalid, S, κ.ά.
Έκδοση: (2011)

Elements of multivariate time series analysis /
ανά: 282324 Reinsel, Gregory C.
Έκδοση: (1993)

Analytic models of multitask processes
Έκδοση: (2002)

Analytic models of multitask processes
Έκδοση: (2002)

Multiscale Information Decomposition: Exact Computation for Multivariate Gaussian Processes
ανά: Luca Faes, κ.ά.
Έκδοση: (2017-08-01)

Multivariate Interpolation of Wind Field Based on Gaussian Process Regression
ανά: Miao Feng, κ.ά.
Έκδοση: (2018-05-01)

Time series analysis : univariate and multivariate methods /
ανά: 298744 Wei, William W. S.
Έκδοση: (2006)

Time series analysis : univariate and multivariate methods /
ανά: 443714 Wei, William
Έκδοση: (2006)