A framework that can be used to build recommender system apart from python.
You may want to work with the RapidMiner and the following extension: http://www.e-lico.eu/recommender-extension.html
Dear Abba.
Apart from the excellent RapidMiner extension, and depending on your definition of "framework", here are some more links:
* Librec is a library with several algorithms for recommending implemented (Java)
* myMediaList is another library with algorithms (C-sharp).
* EasyRec is more of an application, also supports the storage aspect.
http://librec.net/
http://mymedialite.net/index.html
http://easyrec.org/
This should be case by case. The main factor which may effect the framework is the scale of the system. The framework for a system with the user number of 10000 or 1 billion must be different.
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