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Music Recommendation Engines Compared

An anonymous reader writes "The music recommendation/music discovery space seems to be heating up this year. Two big recent features on music recommendation engines: ExtremeTech has a round-up and reviews of eight leading services. Of the eight, Last.fm emerges as the winner: "Last.fm is by far the best out there, possessing a huge library of music, a great community, and a recommendation feature that will blow you away." Meanwhile, Pitchforkmedia.com just ran an in-depth feature about the hows and whys of music recommendation software, that tells the story going back to the '90s, and interviews people at Last.fm, Pandora, MusicIP, and the startup Echo Nest: '"Our hope is to answer every possible question about music that ever existed. If we can pull that off, then I think we're doing very well," says [Brian] Whitman.'"

17 of 126 comments (clear)

  1. I've tried lastfm and Pandora by yagu · · Score: 5, Informative

    I've tried the two top recommended music recommend-ers: last.fm, and Pandora. Love them both.

    I had to futz with the last.fm ergonomics, and find if I haven't used it in a while, I have to re-figure some of the stuff out. I find that annoying. But, it has great features, great recommendations, and features.

    Pandora, I found to be easier to use, simpler and more elegant in design. I especially like the "sharing" of your personal stations, and love the "most popular" station feature. This is a great site, and a great experience.

    For Pandora, though they've talked about fixing it, and I don't know where they are on this, I was disappointed to not be able to create a Classical Music station. That's a pretty big negative for me.

    (Also, if you try Pandora, an odd behavior: if you click the "Minimize" button in the Pandora window (not the browser minimizer), it pops out into its own independent window. That's hardly "minimizing", though I find it convenient.)

    And, while these may be free services, they've ended up costing me a small fortune. I've been exposed to so much cool music I'd not heard, I've ended up buying about 20 CDs I'd never have otherwise bought.

  2. But can you answer this one? by Opportunist · · Score: 3, Funny

    Can you answer "Why do radio stations predominantly air really bad, overhyped crap nobody wants to hear?" without using the words "bribe" or any synonyms?

    Or rather, will they actually recommend music? Or just the hypecrap?

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    1. Re:But can you answer this one? by mypalmike · · Score: 3, Funny

      Results of your query:

      We found no entries in our database for the artist 'hypecrap'. May we suggest Mariah Carey, Hoobastank, or Celine Dion?

      --
      There are 0x40000000 types of people: those who understand 32-bit IEEE 754 floating point, and those who don't.
    2. Re:But can you answer this one? by leonmergen · · Score: 4, Informative

      You obviously aren't familliar with the sites recommended, Pandora and Last.fm ... the trick with these services is that you decide what you listen to (for example, in Last.fm's case, you can listen to similar artists of, for example, Britney Spears - they will probably serve you a nice mixture of Christina, Destiny's Child, Shakira, etc... they do this based on data mining, which only works if you have a subscriber base as large as Last.fm... one point which Pandora seems to lack a bit (chicken or the egg problem)

      And well, as far as I'm concerned, Last.fm's radio service is pretty high quality.. they offer you an option to subscribe to, among other things, get a guarantee for being able to listen to a radio station (if a server is full, a non-subscriber gets kicked off to make place for you)...

      You should try it out... everyone who enjoys music recommendations and discovering new music will like these services...

      --
      - Leon Mergen
      http://www.solatis.com
  3. Stuck in the Indy Shuffle with Pandora by stuffduff · · Score: 4, Interesting

    Pandora can get stuck in a rut when it doesn't understand why you listen to what you're listening to. I'm a big fan of Progressive Rock. Say you start with PFM's (Premiata Forneria Marconi) 'Celebration.' After a few songs it tends to pick some kind of Indy Rock. Progressive Rock may be grandiose, but that's what I like about it, that it continues to change during a piece of music. In essence it, by it's very nature seems to escape the definitions given to it. So I'm not sure that any of these engines will ever get that kind of music right. If I "Don't like' enough songs in a row it will go back for some classic prog, but if left alone it just keeps wandering away from it instead of leading me to new prog like Wobbler or Kenso.

    --
    "Can there be a Klein bottle that is an efficient and effective beer pitcher?"
    1. Re:Stuck in the Indy Shuffle with Pandora by gunpowda · · Score: 5, Interesting
      However, what I've found to be excellent about Pandora, apart from its uncanny ability to play relevant music based on the few clues I've given it, is that the service tells you *why* it's chosen a particular track if you click that button. It's a great insight into some features of the music you may not have consciously picked up on before.

      It is true that if your taste is for a niche genre then it won't be too useful, but if you're in that position then you probably know better than any software what you ought to listen to next!

  4. My review.. by GillBates0 · · Score: 4, Funny
    I suggest they rate these music recommendation services based on how rarely they recommend Brittany Spears, Jessica Simpson and Celine Dion. It'll be too soon if I don't hear one of them sing their guts out ever again.

    An inverse metric would work nicely for ranking a video recommendation service.

    --
    An Indian-American Hindu committed to non-violent thought/speech/action alarmed by the global explosion of radical Islam
  5. Independent music recommendation services? by 'aspies'+are+retards · · Score: 4, Interesting
    Ok, so I've had it with the musicians who have sold their souls to the corporations. With the advert of the Internet, they don't need anyone else to publish and distribute their music to the world. So now I want to get my music from independent artists. The problem is: I know what kind of music I like, and I know which mainstream bands make this kind of music, but I don't have time to go listening to every indie artist to find out what they make.

    What I'm looking for is a site where I can enter or select names of bands or songs that I like, and get independent music recommended to me. You like Alanis Morisette? Try Jen Pitch. That sort of thing. Does anybody know of such sites?

    By the way: the example above is just an association I know from the top of my head; I'm not very much into the kind of music at all.

    1. Re:Independent music recommendation services? by alfs+boner · · Score: 3, Informative

      cdbaby has a useful genre/category/mood browser.

      --
      Listen p*ssy. I'm sure your the same homo that posted earlier about alf's boner and you just want to remain anonymous fo
    2. Re:Independent music recommendation services? by llyenn · · Score: 3, Interesting

      Well...a kickass podcast that a lot of people don't know about is 75 Minutes. Great Indie music that runs the gamut from Jazz to Experimental... May not be exactly what you are looking for, but its a great start...

    3. Re:Independent music recommendation services? by joshsteadmon · · Score: 5, Informative

      RIAA Radar will list non-RIAA albums that are similar to any given album you search for. I've used it a few times and it's always given me good results.

  6. Slashdotted my Music by lucifig · · Score: 4, Funny

    I'm sitting here listening to Pandora at work and just as I notice a new Slashdot article, it craps out.

    Curse you!

  7. Re:iTunes playlists by Anonymous Coward · · Score: 3, Informative
    It would be awesome if I could export a playlist from iTunes and upload it to a site and have it make recommendations based on that, rather than having to manually type in artists & songs. Anyone know of any services that accept that kind of input?
    Last.fm. Well, kind of. If you use the Audioscrobbler plugin, it send the details of the tracks you play in iTunes to the Last.fm servers to use when determining your personal station and when giving recommendations.
  8. Hello from Last.fm by captainclever · · Score: 5, Informative

    So, seeing as I work at Last.fm (I founded audioscrobbler), I feel obliged to pimp my last.fm journal, which has some interesting stats (imo) about which media players are most popular, and some graphs of artist popularity. I intend to do a "google trends for music" interface after the next site update (see below).

    The KDE player Amarok is getting increasingly popular, which is nice to see. I use it myself; the built in support means no plugin is required. The next version of amarok adds lots more last.fm integration too.

    Coming up - we'll be running a beta test of a fairly major update to last.fm towards the end of june, and going live with the new version 1st July.

    And a random stat: we currently recieve on average 104 submissions per second from audioscrobbler plugins.

    --
    Last.fm - join the social music revolution
    1. Re:Hello from Last.fm by levell · · Score: 3, Informative

      If you're a Linux user but you prefer Gnome to KDE, Rhythmbox also has AudioScrobbler integration and the ability to play last.fm streams is currently being worked on

      --
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  9. Last.fm vs Pandora by Supersonic1425 · · Score: 4, Interesting

    I'll start by saying that I'm a huge fan of Last.fm, and have been for years. I'm addicted to the place, and my music collection would be nothing without it. While Last.fm does have a feature where artists are automatically recommended to you, I rarely use it. It's the social aspect of Last.fm that sets it apart. The best way of getting recommendations is just simply asking for them.

    I've used Pandora a few times before, and was always disappointed with what it recomended. Results are mixed to say the least—it clearly works better for some types of music than others—and some of the recommendations can be, quite frankly, laughable.

  10. Every Last Question by Kozar_The_Malignant · · Score: 4, Funny

    >Our hope is to answer every possible question about music that ever existed. If we can pull that off, then I think we're doing very well,

    What is the brand of guitar string that you can hear break in the mono lp version of "Help Me, Rhonda"?
    --
    Some mornings it's hardly worth chewing through the restraints to get out of bed.