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'Smart Adaptive Recommendations' (SAR) is the name of a fast, scalable, adaptive algorithm for personalized recommendations based on user transactions and item descriptions. It produces easily explainable/interpretable recommendations and handles "cold item" and "semi-cold user" scenarios. This package provides two implementations of 'SAR': a standalone implementation, and an interface to a web service in Microsoft's 'Azure' cloud: <https://github.com/Microsoft/Product-Recommendations/blob/master/doc/sar.md>. The former allows fast and easy experimentation, and the latter provides robust scalability and extra features for production use.
Version: | 1.0.3 |
Depends: | R (≥ 3.3) |
Imports: | AzureRMR, AzureStor, dplyr (≥ 0.7), httr, jsonlite, Matrix, R6, parallel, Rcpp (≥ 0.12), RcppParallel |
LinkingTo: | Rcpp, RcppArmadillo, RcppParallel |
Suggests: | testthat |
Published: | 2020-10-07 |
DOI: | 10.32614/CRAN.package.SAR |
Author: | Hong Ooi [aut, cre], Microsoft Product Recommendations team [ctb] (source for MS sample datasets), Microsoft [cph] |
Maintainer: | Hong Ooi <hongooi73 at gmail.com> |
BugReports: | https://github.com/hongooi73/SAR/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/hongooi73/SAR |
NeedsCompilation: | yes |
SystemRequirements: | GNU make |
Materials: | README NEWS |
CRAN checks: | SAR results |
Reference manual: | SAR.pdf |
Package source: | SAR_1.0.3.tar.gz |
Windows binaries: | r-devel: SAR_1.0.3.zip, r-release: SAR_1.0.3.zip, r-oldrel: SAR_1.0.3.zip |
macOS binaries: | r-release (arm64): SAR_1.0.3.tgz, r-oldrel (arm64): SAR_1.0.3.tgz, r-release (x86_64): SAR_1.0.3.tgz, r-oldrel (x86_64): SAR_1.0.3.tgz |
Old sources: | SAR archive |
Please use the canonical form https://CRAN.R-project.org/package=SAR to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.