Package: GPTreeO 1.0.1
Timo Braun
GPTreeO: Dividing Local Gaussian Processes for Online Learning Regression
We implement and extend the Dividing Local Gaussian Process algorithm by Lederer et al. (2020) <doi:10.48550/arXiv.2006.09446>. Its main use case is in online learning where it is used to train a network of local GPs (referred to as tree) by cleverly partitioning the input space. In contrast to a single GP, 'GPTreeO' is able to deal with larger amounts of data. The package includes methods to create the tree and set its parameter, incorporating data points from a data stream as well as making joint predictions based on all relevant local GPs.
Authors:
GPTreeO_1.0.1.tar.gz
GPTreeO_1.0.1.tar.gz(r-4.5-noble)GPTreeO_1.0.1.tar.gz(r-4.4-noble)
GPTreeO_1.0.1.tgz(r-4.4-emscripten)GPTreeO_1.0.1.tgz(r-4.3-emscripten)
GPTreeO.pdf |GPTreeO.html✨
GPTreeO/json (API)
NEWS
| # Install 'GPTreeO' in R: |
| install.packages('GPTreeO', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 7 days agofrom:79213d09e3. Checks:OK: 1 WARNING: 1. Indexed: no.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 17 2024 |
| R-4.5-linux | WARNING | Oct 17 2024 |
Exports:CreateWrappedGPGPNodeGPTreeWrappedDiceKrigingGPWrappedGPWrappedmlegpGP
Dependencies:DiceKriginghashmlegpR6
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Factory function called by GPNode to create the wrapper for a specified GP package | CreateWrappedGP |
| R6 Class for the nodes / leaves in the GPTree tree | GPNode |
| Tree structure storing all nodes containing local GPs | GPTree |
| R6 class WrappedDiceKrigingGP | WrappedDiceKrigingGP |
| R6 class WrappedGP | WrappedGP |
| R6 class WrappedmlegpGP | WrappedmlegpGP |
