
hdi
 Referenced in 26 articles
[sw22818]
 package hdi: HighDimensional Inference. Implementation of multiple approaches to perform inference in highdimensional...

ROCKET
 Referenced in 13 articles
[sw30016]
 variables is of fundamental importance in highdimensional statistics, with numerous applications in biological ... focus on inference for edge parameters in a highdimensional transelliptical model, which generalizes Gaussian ... normality of ROCKET in an ultra highdimensional setting under mild assumptions, without relying ... Gaussian models in terms of achieving accurate inference on simulated data. We also compare...

hdm
 Referenced in 7 articles
[sw21313]
 selected highdimensional statistical and econometric methods for estimation and inference. Efficient estimators and uniformly ... structural parameters are provided which appear in highdimensional approximately sparse models. Including functions ... highdimensional setting. Moreover, the methods enable valid postselection inference and rely...

VBayesLab
 Referenced in 5 articles
[sw41752]
 models. Efficient computational methods for highdimensional Bayesian inference are developed using Gaussian variational approximation...

FFJORD
 Referenced in 9 articles
[sw34244]
 approach on highdimensional density estimation, image generation, and variational inference, achieving the state...

SIHR
 Referenced in 2 articles
[sw39919]
 High Dimensional Regression. Inference procedures in the highdimensional setting for (1) linear functionals...

GANomaly
 Referenced in 5 articles
[sw41240]
 learns the generation of highdimensional image space and the inference of latent space. Employing...

hierinf
 Referenced in 4 articles
[sw33471]
 hierarchical inference for one or multiple studies / data sets based on highdimensional multivariate (generalised...

PyDREAM
 Referenced in 1 article
[sw34672]
 PyDREAM: highdimensional parameter inference for biological models in python. : Biological models contain many parameters ... exhibit slow or premature convergence in highdimensional search spaces. Here, we present PyDREAM ... advantage of distributed computing resources, facilitating parameter inference and uncertainty estimation of CPUintensive biological...

GGMselect
 Referenced in 9 articles
[sw10347]
 Graph selection with GGMselect. Applications on inference of biological networks have raised a strong interest ... problem of graph estimation in highdimensional Gaussian graphical models. To handle this problem...

RCAL
 Referenced in 2 articles
[sw33473]
 estimation for causal inference and missingdata problems with highdimensional data, based...

HDTD
 Referenced in 2 articles
[sw38988]
 Statistical Inference about the Mean Matrix and the Covariance Matrices in HighDimensional Transposable Data ... called highdimensional transposable data. The HDTD package provides functions for conducting statistical inference...

EEBoost
 Referenced in 1 article
[sw26353]
 which can be applied in highdimensional settings where inference for lowdimensional parameters would...

DREAM
 Referenced in 9 articles
[sw24746]
 models the posterior distribution is often high dimensional and analytically intractable, and sampling methods ... 2008a, 2009a) and used for Bayesian inference in fields ranging from physics, chemistry and engineering ... sampling problems involving (among others) bimodality, highdimensionality, summary statistics, bounded parameter spaces, dynamic simulation...

ADMB
 Referenced in 17 articles
[sw07416]
 builder: using automatic differentiation for statistical inference of highly parameterized complex nonlinear models. Many criteria ... framework based on automatic differentiation, aimed at highly nonlinear models with a large number ... using AD are computational efficiency and high numerical accuracy, both crucial in many practical problems ... generic implementation of Laplace approximation of highdimensional integrals for use in latent variable models...

mvPot
 Referenced in 1 article
[sw42605]
 Extreme Events. Tools for highdimensional peaksoverthreshold inference and simulation of spatial extremal...

fdatest
 Referenced in 13 articles
[sw19272]
 interval testing procedure: A general framework for inference in functional data analysis. We introduce ... representation of data on a (possibly highdimensional) functional basis; (ii) the test of each...

beam
 Referenced in 1 article
[sw42284]
 Fast Bayesian inference of marginal and conditional independence structures from highdimensional data. Leday...

CorrT
 Referenced in 6 articles
[sw26432]
 sparse highdimensional linear models. In highdimensional linear models, the sparsity assumption is typically ... Under the sparsity assumption, estimation and, recently, inference have been well studied. However, in practice...

PtPack
 Referenced in 2 articles
[sw26588]
 highdimensional temporal point processes. It aims to provide flexible modeling, learning, and inference...