Thank you for the detailed explanation. I think the approach with
the feedback mechanism seems appropriate at this point. 

> If you plan to seriously increase the number of documents in your
> corpus you could also try a Rocchio classifier [1] or a k-NN
> classifier. For large text documents collections it's probably more
> interesting to implement them can be implemented on top of search
> engine such as solr or elastic search with similarity queries.





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