搜索结果: 16-24 共查到“统计学 Gaussian process”相关记录24条 . 查询时间(0.14 秒)
Variable Selection for Nonparametric Gaussian Process Priors: Models and Computational Strategies
Bayesian variable selection generalized linear models Gaussian processes
2011/7/5
This paper presents a unified treatment of Gaussian process models that extends to data from the exponential dispersion family and to survival data.
Gaussian Process Models and Interpolators for Deterministic Computer Simulators
Computer experiment Matrix inverse approximation Regularization
2010/3/11
For many expensive deterministic computer simulators, the outputs do not have replication
error and the desired metamodel (or emulator) is an interpolator of the observed data. Realizations
of Gauss...
Gaussian Process Structural Equation Models with Latent Variables
Gaussian Process Structural Equation Models Latent Variables
2010/3/11
In a variety of disciplines such as social sciences,
psychology, medicine and economics, the
recorded data are considered to be noisy measurements
of latent variables connected by some
causal stru...
Sequential estimation for the spectral density parameter of a stationary Gaussian process
Sequential estimation for the spectral density parameter a stationary Gaussian process
2009/9/24
Sequential estimation for the spectral density parameter of a stationary Gaussian process。
Estimation of Faraday Rotation Measures of the Near Galactic Sky Using Gaussian Process Models
Markov chain Monte Carlo Gaussian process error mixture model spatial model
2009/9/22
Our primary goal is to obtain a smoothed summary estimate of the
magnetic eld generated in and near to the Milky Way by using Faraday rotation
measures (RMs) Each RM in our data set provides an inte...
Bayesian inference with rescaled Gaussian process priors
Rate of convergence Bayesian inference nonparametric density estimation nonparametric regression classification
2009/9/16
We use rescaled Gaussian processes as prior models for functional parameters in nonparametric statistical models. We show how the rate of contraction of the posterior distributions depends on the scal...
Lower bounds for posterior rates with Gaussian process priors
Bayesian nonparametrics Gaussian process priors Lower bounds
2009/9/16
Upper bounds for rates of convergence of posterior distributions associated to Gaussian process priors are obtained by van der Vaart and van Zanten in [van der Vaart and van Zanten, Rates of contracti...
Gaussian Process Modelling of Asteroseismic Data
stars oscillations — methods statistical — stars individual Hydrae
2010/3/18
The measured properties of stellar oscillations can provide powerful constraints on
the internal structure and composition of stars. To begin this process, oscillation frequencies
must be extracted ...
Posterior consistency of Gaussian process prior for nonparametric binary regression
Binary regression Gaussian process Karhunen–Loeve expansion maximal inequality posterior consistency
2010/4/26
Consider binary observations whose response probability is an
unknown smooth function of a set of covariates. Suppose that a prior
on the response probability function is induced by a Gaussian proce...