Re: SSVD Wrong Singular Vectors

2012-09-04 Thread Dmitriy Lyubimov
A little albeit perhaps rough error study, while we are on the topic: For completeness, i also ran comparison of sequential svd results (ssvd.R prototype) on Ahmed's data (this uses normal sampler) and the MR version. I actually took time and added option of 0-mean uniform to sequential R ssvd

Re: Item-based collaborative filtering vs content based filtering

2012-09-04 Thread Zia mel
If I have a books example , user - book - rating. And I increase the ratings of books based on their selling , would that be model-based , since it changed the users ratings ? Thanks On Mon, Sep 3, 2012 at 10:25 AM, Sean Owen sro...@gmail.com wrote: There are a lot of terms for these. Yes they

Re: SSVD Wrong Singular Vectors

2012-09-04 Thread Ted Dunning
A quick t-test on these differences gives the same results no significant difference. On Mon, Sep 3, 2012 at 11:34 PM, Dmitriy Lyubimov dlie...@gmail.com wrote: Then i subtracted error means between two methods (+ sign means smaller error for MR version, -sign means smaller error for R

SGD model sizes

2012-09-04 Thread Grant Ingersoll
Hi, I'm wondering if any has any rules of thumb around model size and memory usage for SGD? I'm doing some testing of it myself, but thought I would ask to see how it compares. Thanks, Grant