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Netflix Prize May Have Been Achieved

MadAnalyst writes "The long-running $1,000,000 competition to improve on the Netflix Cinematch recommendation system by 10% (in terms of the RMSE) may have finally been won. Recent results show a 10.05% improvement from the team called BellKor's Pragmatic Chaos, a merger between some of the teams who were getting close to the contest's goal. We've discussed this competition in the past."

4 of 83 comments (clear)

  1. i was joking, however by circletimessquare · · Score: 5, Interesting

    from the excellent nyt article about the competition in november:

    http://science.slashdot.org/article.pl?sid=08/11/22/0526216

    it isn't bad movies that are the problem, taste in bad movies can still be uniform

    the real problem is extremely controversial movies, most notably Napoleon Dynamite

    http://www.imdb.com/title/tt0374900/

    not controversial in terms of dealing with abortion or gun control, but controversial in terms of some people really found the movie totally stupid, while some people really found the movie to be really funny

    movies like napolean dynamite are genre edge conditions, and people who apparently agree on everything else about movies in general encounter movies like this one and suddenly dramatically differ on their opinion of it, in completely unpredictable ways

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    1. Re:i was joking, however by bill_mcgonigle · · Score: 3, Interesting

      Yeah, all the recommendation systems where I've bought or rented movies, and most of my friends all said I needed to see 'Fight Club', so I did, and ... meh.

      Consider this list of movies I've bought/rated highly:

        12 Monkeys
        V for Vendetta
        Lost in Translation
        Donnie Darko
        A Beautiful Mind
        Dogma

      I might be grouped with folks who enjoy flicks about identity, man vs. man, those who aren't easily offended, etc. But there doesn't seem to be as clear a way to find a group of people who find aggression offensive, which is basically the driving theme of Fight Club. Perhaps given enough negative ratings it could be possible, but even though I've clicked 'Not Interested' on all the Disney movies, they keep suggesting I want their latest direct-to-DVD crapfest, so I'm left to assume they're rating mostly based on positive ratings.

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    2. Re:i was joking, however by Pollardito · · Score: 3, Interesting

      Perhaps given enough negative ratings it could be possible, but even though I've clicked 'Not Interested' on all the Disney movies, they keep suggesting I want their latest direct-to-DVD crapfest, so I'm left to assume they're rating mostly based on positive ratings.

      A co-worker gets almost no recommendations at all from Netflix, and customer service told him that they generate recommendations based on ratings of 4 or 5 (though you'd think that the recommendations that they do generate would have to filter through similar movies that you've rated at 0). He was told to rate the movies that he likes higher in order to fix it, but that's never really accomplished anything as he has several hundred movies in the 4-to-5 range and maybe a dozen recommendations total.

      I'm pretty sure that the Disney/children's movie recommendation flood that most everyone seems to be getting is driven by parents who don't actually love those movies, but are rating those movies on behalf of their children. That causes a weird connection to movies that they themselves enjoy, and it makes it seem like the same audience is enjoying both types of movie. They need to have an "I'm a parent" flag somewhere to help them sort that out

  2. Film recommendations by michuk · · Score: 3, Interesting

    Does anyone find Netflix recommendations any good anyway? I used http://criticker.com/ for quite a while and was very happy about the recommended stuff. Recently switched to http://filmaster.com/ (which is a free service) and it's equally good, even though both probably use a pretty simple algorithm compared to Nextflix.

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