Re: Negative preferences

2014-08-15 Thread Sean Owen
I have used thumbs-down-like interactions as like an anti-click, and subtracts from the interaction between the user and item. The negative scores can be naturally applied in a matrix-factorization-like model like ALS, but that's not the situation here. Others probably have better first-hand

Re: Negative preferences

2014-08-15 Thread Pat Ferrel
I like the negative click analogy. The data shows an explicit interaction—using only thumbs up ignores that interaction. Yes, the cooccurrence style recommender can’t account for these in the same way ALS does but filtering them seems like a close approximation and maybe good enough. #1 asks

Re: Negative preferences

2014-08-15 Thread Ted Dunning
It is bad practice to use weightings to express different actions. This may be necessary in an ALS framework, but it is still a bad idea. A much better approach is to use multi-modal recommendation in which each action is used independently in a cross-recommendation fashion to measure predictive

Re: Negative preferences

2014-08-15 Thread Pat Ferrel
On Aug 15, 2014, at 9:05 AM, Ted Dunning ted.dunn...@gmail.com wrote: It is bad practice to use weightings to express different actions. This may be necessary in an ALS framework, but it is still a bad idea. A much better approach is to use multi-modal recommendation in which each

Re: Negative preferences

2014-08-15 Thread Ted Dunning
On Fri, Aug 15, 2014 at 2:24 PM, Pat Ferrel pat.fer...@gmail.com wrote: On Aug 15, 2014, at 9:05 AM, Ted Dunning ted.dunn...@gmail.com wrote: It is bad practice to use weightings to express different actions. This may be necessary in an ALS framework, but it is still a bad idea. A