Package: BKTR 0.2.0.9000
BKTR: Bayesian Kernelized Tensor Regression
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.
Authors:
BKTR_0.2.0.9000.tar.gz
BKTR_0.2.0.9000.zip(r-4.7-any)BKTR_0.2.0.9000.zip(r-4.6-any)BKTR_0.2.0.9000.zip(r-4.5-any)
BKTR_0.2.0.9000.tgz(r-4.6-any)BKTR_0.2.0.9000.tgz(r-4.5-any)
BKTR_0.2.0.9000.tar.gz(r-4.7-any)BKTR_0.2.0.9000.tar.gz(r-4.6-any)
BKTR_0.2.0.9000.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
BKTR/json (API)
| # Install 'BKTR' in R: |
| install.packages('BKTR', repos = c('https://julien-hec.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/julien-hec/bktr/issues
- bixi_spatial_features - Spatial Features of Montreal BIXI Stations in 2019
- bixi_spatial_locations - Spatial Locations of Montreal BIXI Stations in 2019
- bixi_station_departures - Daily Departure from BIXI Stations in 2019
- bixi_temporal_features - Temporal Features in Montreal applicable to BIXI for 2019
- bixi_temporal_locations - Temporal indices for the 2019 BIXI season
Last updated from:8c225295c8. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 194 | ||
| source / vignettes | OK | 249 | ||
| linux-release | OK | 194 | ||
| macos-release | OK | 201 | ||
| macos-oldrel | OK | 170 | ||
| windows-devel | OK | 127 | ||
| windows-release | OK | 89 | ||
| windows-oldrel | OK | 110 | ||
| wasm-release | OK | 150 |
Exports:BixiDataBKTRRegressorCompositionOpsKernelKernelAddComposedKernelComposedKernelMaternKernelMulComposedKernelParameterKernelPeriodicKernelRQKernelSEKernelWhiteNoiseplot_beta_distsplot_covariates_beta_distsplot_hyperparams_distsplot_hyperparams_traceplotplot_spatial_betasplot_temporal_betasplot_y_estimatesreshape_covariate_dfssimulate_spatiotemporal_dataTensorOperatorTSR
Dependencies:askpassbitbit64bitopscallrclicollectionscorocpp11curldata.tabledescdigestdplyrfarvergenericsggmapggplot2gluegtablehttrisobandjpegjsonlitelabelinglifecyclemagrittrmimeopensslotelpillarpkgconfigplyrpngprocessxpspurrrR6R6PRColorBrewerRcpprlangS7safetensorsscalesstringistringrsystibbletidyrtidyselecttorchutf8vctrsviridisLitewithr