That's a very good point - one that I've thought about but not done anything 
about as of yet. A "product view" could be negative as much as it could be 
positive from a user reco standpoint - but from an item similarity standpoint 
if you're shopping for plumbing widgets than everything you looked at is 
probably likely to be somehow related to plumbing widgets. 

One thing I also have not done is remove items that were ordered and then 
returned.

Is anyone willing to share some thoughts on other web-store inputs that might 
be good? Or maybe things that might appear good but backfire?

--Matthew Runo

On Feb 16, 2011, at 8:07 PM, Ted Dunning wrote:

> My experience is that there is a very small number of events that indicates 
> real engagement. Using them in the form of Boolean preferences helps results. 
> A lot. 
> 
> Using all of the other events that do not indicate engagement is a total 
> waste of resources because you are simply teaching the machine about things 
> you don't care about. 
> 
> Moreover there are probably some kinds of events that vastly outnumber 
> others. Events that are less than 1% of your can matter bit often not. 
> 
> The valuable secret sauce you will gain is which events are which. Which make 
> your system sing and which ones just clog up the drains.  
> 
> Matthew wrote:
> users can do.. "view", "add to cart", and "buy" which I've assigned
> different preference values to. Perhaps it would be better to simply
> use boolean yes/no in my case?

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