Sentence examples for variable models and from inspiring English sources

These include robust estimation of mean and covariance in high dimensions, robust learning of various latent variable models, and robust supervised learning.

A practical strategy for controlling batch product quality evolution by means of latent variable models and intermittent measurements is presented.

His research interest includes computational genomics, latent variable models, and deep learning.

His primary methodological interests include Bayesian methods, spatial statistics, MCMC algorithms, factor analysis, latent variable models, and causal inference.

The model fits within the spectrum of generalized instrumental variable models, and we thus apply identification results from our previous studies of such models to the present context, demonstrating their use.

Hoshino (2008) developed a quasi-Bayesian estimation method for general parametric models, such as latent variable models, and developed a Markov chain Monte Carlo (MCMC) algorithm to estimate the propensity score.

In addition, comparison is made using two different modelings, random variable modeling and stochastic field modeling for the stochastic ground media.

1997 Sobel, M. E. "Measurement, Causation and Local Independence in Latent Variable Models". Pp. 11-28 in M. Berkane (Ed)., Latent Variable Modeling and Applications to Causality, New York: Springer-Verlag.

I will describe two approaches: a nonparametric one, which makes no model assumptions, and illustrate it with the Laplacian Eigenmaps Latent Variable Model; and a parametric one, which uses a parametric mapping such as a neural net.

Data were analysed using two approaches for modelling change; an autoregressive latent variable model and a multi-level growth curve model.

FA is a linear Gaussian latent variable model and releases constraint by forming a diagonal covariance (Bishop 2006).