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From: Brian C. B. <bri...@gm...> - 2007-04-07 01:15:02
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Hey Jason/all, Some interesting things. I think a trend is beginning to emerge if you go with movies instead of customers. Playing around with those error files from your method I noticed some cool stuff: - If you could eliminate error on the 10 worst movies (total error, not normalized), you could improve your RMSE by 0.05 - Worst movies seem to pretty recent (Napolean Dynamite, Spotless Mind, etc), probably because they have many more ratings - Worst movies actually have a VERY normal distribution, only flattened (i.e. uniform with a bulge in the middle) - Best movies have a high skewed to the right distribution, almost looks like an exponential curve. Anyhow, wanted to let you know. We can talk about what it means later. Sincerely, Brian C. Becker @ www.BrianCBecker.com |