Package: BKTR
Version: 0.2.0
Title: Bayesian Kernelized Tensor Regression
Authors@R: c(
        person("Julien", "Lanthier", email = "julien.lanthier@hec.ca", role = c("aut", "cre", "cph"), comment = c(ORCID = "0009-0008-8728-4996")),
        person("Mengying", "Lei", role = "aut", comment = c(ORCID = "0000-0001-7343-3323")),
        person("Aurélie", "Labbe", role = "aut", comment = c(ORCID = "0000-0002-4207-8143")),
        person("Lijun", "Sun", role = "aut", comment = c(ORCID = "0000-0001-9488-0712"))
    )
Description: Facilitates scalable spatiotemporally varying coefficient
    modelling with Bayesian kernelized tensor regression.
    The important features of this package are:
    (a) Enabling local temporal and spatial modeling of the relationship between
    the response variable and covariates.
    (b) Implementing the model described by Lei et al. (2023) <doi:10.48550/arXiv.2109.00046>.
    (c) Using a Bayesian Markov Chain Monte Carlo (MCMC) algorithm to sample from the posterior
    distribution of the model parameters.
    (d) Employing a tensor decomposition to reduce the number of estimated parameters.
    (e) Accelerating tensor operations and enabling graphics processing unit (GPU) acceleration
    with the 'torch' package.
Depends: R (>= 4.0.0)
Encoding: UTF-8
Imports: torch (>= 0.13.0), R6, R6P, ggplot2, ggmap, data.table
License: MIT + file LICENSE
RoxygenNote: 7.2.3
Collate: 'samplers.R' 'tensor_ops.R' 'result_logger.R'
        'likelihood_evaluator.R' 'distances.R' 'kernels.R' 'bktr.R'
        'examples.R' 'plots.R' 'utils.R'
Suggests: knitr, rmarkdown, R.rsp
LazyData: true
VignetteBuilder: knitr, rmarkdown, R.rsp
BugReports: https://github.com/julien-hec/BKTR/issues
NeedsCompilation: no
Packaged: 2024-08-18 14:27:01 UTC; juju
Author: Julien Lanthier [aut, cre, cph]
    (<https://orcid.org/0009-0008-8728-4996>),
  Mengying Lei [aut] (<https://orcid.org/0000-0001-7343-3323>),
  Aurélie Labbe [aut] (<https://orcid.org/0000-0002-4207-8143>),
  Lijun Sun [aut] (<https://orcid.org/0000-0001-9488-0712>)
Maintainer: Julien Lanthier <julien.lanthier@hec.ca>
Repository: CRAN
Date/Publication: 2024-08-18 14:40:02 UTC
Built: R 4.7.0; ; 2026-06-19 04:39:47 UTC; windows
