Description
'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.
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CRAN Check Status
Show all 14 flavors
| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | OK |
| r-devel-linux-x86_64-debian-gcc | OK |
| r-devel-linux-x86_64-fedora-clang | NOTE |
| r-devel-linux-x86_64-fedora-gcc | NOTE |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | NOTE |
| r-oldrel-macos-x86_64 | NOTE |
| r-oldrel-windows-x86_64 | NOTE |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (5 non-OK)
dependencies in R code
Namespaces in Imports field not imported from: ‘httr’ ‘jsonlite’ All declared Imports should be used.
dependencies in R code
Namespaces in Imports field not imported from: ‘httr’ ‘jsonlite’ All declared Imports should be used.
for GNU extensions in Makefiles
GNU make is a SystemRequirements.
for GNU extensions in Makefiles
GNU make is a SystemRequirements.
for GNU extensions in Makefiles
GNU make is a SystemRequirements.
Check History
NOTE 9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
dependencies in R code
Namespaces in Imports field not imported from: ‘httr’ ‘jsonlite’ All declared Imports should be used.
dependencies in R code
Namespaces in Imports field not imported from: ‘httr’ ‘jsonlite’ All declared Imports should be used.
for GNU extensions in Makefiles
GNU make is a SystemRequirements.
for GNU extensions in Makefiles
GNU make is a SystemRequirements.
for GNU extensions in Makefiles
GNU make is a SystemRequirements.