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Software Predicts Music Success

Frankenbuffer writes "The Globe and Mail today reports that MIT researchers have developed a computer program to analyze pop music and predict how people will react to it. The method, developed at MIT's Media Laboratory, analyzes the pitch, rhythm, and other characteristics of music. What makes the technology unusual is that it also takes into account social responses to hit music gathered from weblogs, chat rooms, music reviews, and other online discussions, and correlates this data to the music to guage the popularity of a particular sound. According to the researchers, the software has accurately predicted Billboard hits for the past several months."

52 of 278 comments (clear)

  1. great... by esoteric0 · · Score: 5, Funny

    the record labels are going to get ahold of this and turn it around to actually produce the music. then it will all sound the same.

    wait....

    1. Re:great... by Awperator · · Score: 2, Funny

      Simple test to see if this should be used exclusively. Let it rank the likes of Britney Spears, Ashlee Simpson, etc. If it ranks them highly, it obviously is broken. If it ranks them lowly, then we have a winner!

    2. Re:great... by Seumas · · Score: 3, Informative

      Now if only someone could produce an piece of code that analyzed slashdot submissions and weeded out duplicates like this one. You know, news that Slashdot did last year.

    3. Re:great... by ScrewMaster · · Score: 4, Funny

      I can just see Sonda Bullock and Sylvester Stallone discussing this over nachos at Taco Bell:

      Stallone: "You know, it's odd that all your music sounds like Britney Spears."

      Bullock: "Well, after the Great DRM Wars of 2030, all music is Britney Spears."

      Stallone: "Oh my God!"

      --
      The higher the technology, the sharper that two-edged sword.
    4. Re:great... by rust42 · · Score: 3, Interesting

      A (quite successful)songwriter in Australia was recently interviewed and said he had worked out the basics of writing a hit,e.g. so many bars intro, chorus of such and such type etc. and had proved it worked. Now his aim was to write hits and popular songs that fell outside that specification.

    5. Re:great... by Anonymous Coward · · Score: 2, Insightful

      then it will all sound the same.

      Stories like this remind me of the Queen musical We Will Rock You, which is set in a soul-less, commericalised future that caricatures today, where all music is computer generated and the mere posession of a musical instrument is illegal.

      Infact, if I remember correctly, there have been previous Slashdot stories covering software that creates 'good' tunes by utilising the same sort of parameters listed in the summary. You could combine the two to make a nice feedback loop - a program that creates a tune, analyses it for potential success, then amends certain variables and repeating the process until you have a song that is so perfect that it causes spontaneous ejaculation.

      While it's funny to read these stories and exaggerate or joke about the effects on consumer culture, I do think that some room for complaint is warranted. I believe that the most telling indication of the way things are heading was the news that the DVDs for the Live8 concert(s) were being 'retuned' by clever software in order to eradicate anomalies in vocal performances. UM, HELLO! IT'S A FUCKING LIVE SHOW, THAT'S THE WHOLE POINT. IT'S NOT MEANT TO SOUND LIKE IT'S BEEN FED THROUGH NASA'S SOUND-O-MATIC 500. This one act epitomises everything wrong with today's consumer. Some yuppie in the Live8 marketing team has discovered that Joe fucking Sixpack and Mary Jane Rottencrotch can't deal with the odd off-key lyric or missed note because it might offend their ears. These are the same people who won't buy odd shaped vegetables and who make make purchasing decisions based solely on a combination of obnoxious packaging, patronising and manipulative advertising and celebrity endorsements.

    6. Re:great... by worst_name_ever · · Score: 2, Funny

      Oh great. More music that sounds like what happens right before you use the three seashells...

      --

      In Soviet Rush, today's Tom Sawyer gets high on you.
    7. Re:great... by BrainInAJar · · Score: 3, Insightful

      Quite the opposite, actually.

      If it rates them high, it means it does a pretty good job of guessing at what kind of tripe the masses'll buy up, which is my understanding of what it's supposed to do

    8. Re:great... by unitron · · Score: 2, Funny
      "You could combine the two to make a nice feedback loop - a program that creates a tune, analyses it for potential success, then amends certain variables and repeating the process until you have a song that is so perfect that..."

      ...the RIAA sues both machines every time the song makes that round trip between the two.

      --

      I see even classic Slashdot is now pretty much unusable on dial up anymore.

  2. The next step by jsveiga · · Score: 2, Insightful

    Once this program is trained enough, join it to a noise generator and a "natural selection" algorythm (typing intended), and you'll have an automated hit composer!!

    It will eventually compose the "perfect hit", and kill art as we know it.

    1. Re:The next step by Anonymous Coward · · Score: 2, Funny

      Maybe he wanted to emphasize the gory part

    2. Re:The next step by NanoGator · · Score: 2, Funny

      " if Bitchney Spears hasn't managed to kill it yet, then an automated tool to create a "perfect hit" won't do so, either."

      Bitchney Spears? That's so 3rd grade. Britney Spheres is so much more clever*.

      * despite that it came from SNL...

      --
      "Derp de derp."
  3. Indie Artists by punkdigerati · · Score: 5, Interesting

    Can Independant artists who want to see how well their songs are going to do be able to use this software for themselves?

    1. Re:Indie Artists by ianjk · · Score: 4, Insightful

      Remember, this is for analysis of "pop" music. Kind of a contrast from what most indie artists are shooting for.

    2. Re:Indie Artists by bad-badtz-maru · · Score: 2, Interesting


      I'm not being pedantic but I do want to mention that independant labels have some fantastic pop artists. Obviously, the artists aren't "popular" by mainstream sales figures, but they share a sound similar to mainstream pop music only the accompaninment is typically more avant-garde and the lyrics a bit more educated. "Bis" would be the first group that comes to mind. Freeform Five is another top-notch indie pop band, many cuts off their album "Strangest Things" would sound right at home on mainstream radio. The excellent quality of indie pop, and the fact that it will never see mainstream airplay in the US, is really the constant reminder for me of how bad US radio has become. These artists do get played on Sirius and XM, however. I have been very surprised at how progressive the playlists of some of the satellite radio stations are.

    3. Re:Indie Artists by WilliamSChips · · Score: 2, Funny

      "Indie pop", is this like "jumbo shrimp", "military intelligence", and "Microsoft Works"?

      --
      Please, for the good of Humanity, vote Obama.
  4. More targetted version by kebes · · Score: 4, Interesting

    I'm not sure I care whether or not this software can predict the next pop craze... but I wouldn't mind a more personalized version. Maybe something that analyzes my mp3 collection, and then automatically checks new releases and looks for tracks that correlate well with my preferences? It would be nice to have a system that pulls out the things I'm most interested in. And a piece of software would be more impartial than the media executives and promoters who want to sell me the "next big sound."

    I think lots of people would love something like that. If iTunes automatically integrated technology like that, I think it would be a hit. And best of all, it would level the playing field. Small bands could "get noticed" by the common person if their sound was something that the given person liked.

    1. Re:More targetted version by dduardo · · Score: 4, Informative

      Try pandora.com. Enter a band or song you like and it will find similar music. Also, if you look inside the cache folder you'll find mp3s of all the songs you've heard through the site.

    2. Re:More targetted version by Professor+Cool+Linux · · Score: 2, Informative
    3. Re:More targetted version by wolenczak · · Score: 3, Informative

      You can create a profile in audioscrobbler (last.fm). I've discovered lots of new sounds that turned out to be what i was looking for.

      http://www.last.fm/user/paco_cotera/

    4. Re:More targetted version by Spencer+Mabrito · · Score: 2, Informative

      Look at the new winAMP feature called Predixis MusicMagic. It does exactly what you are talking about (within your library of music). I'm sure there is a version/extension of it out there that does the same thing but in a more universal database of tunes.

      --
      --;
    5. Re:More targetted version by mcrbids · · Score: 2

      I'm not sure I care whether or not this software can predict the next pop craze... but I wouldn't mind a more personalized version. Maybe something that analyzes my mp3 collection, and then automatically checks new releases and looks for tracks that correlate well with my preferences? It would be nice to have a system that pulls out the things I'm most interested in. And a piece of software would be more impartial than the media executives and promoters who want to sell me the "next big sound."

      Uh, you're kidding, right?

      My MP3 collection contains everything from Michael Buble to Depeche Mode to the Cranberries to Dr. Demento to quite a selection of classical music. (EG: Taichovsky, Mormon Tabernacle Choir, Star Wars soundtrack)

      Take a mix like that, and predict much of anything at all. I dare you.

      --
      I have no problem with your religion until you decide it's reason to deprive others of the truth.
    6. Re:More targetted version by jpkunst · · Score: 2, Insightful

      I subscribe to Pandora and I'm outside the US. (I just gave my Dutch postal code in the 'zip code' field, had no problems subscribing.) I guess the 'must be a US resident' requirement is a later addition.

      Pandora is fun and I got to know some great bands in the first week, but its choices tend to get repetitive after a while.

      JP

  5. I'd love to see what would happen, by Hawthorne01 · · Score: 2, Funny

    ... if the fed Miles Davis' Bitches Brew into this.

    Darn thing would BSOD right on the spot, I'll bet. :-)

    --
    "Only two things are infinite, the universe and human stupidity, and I'm not sure about the former."
  6. Now If by miyako · · Score: 3, Interesting

    Now if they could just crack the algorithm the music industry uses to generate music, all of the geeks of the world could create free music that sounds just like Britny Spears/P Dilldy dooldy whatever/Pop or Rap Group D'jour....
    No wait, on second thought I'd rather keep my sanity.
    Joking aside, this sort of research might be interesting from a psychological point of view. If they've developed an algorith that can tell what music is "good" it seems like with some proper research it might provide some insite into the way the brain process music, which could help scientists to better understand the way the brain interprets patterns, etc. If such an algorithm could be used to generate "good" music, it might be useful for things like games, where the game could provide parameters based on what's going on, and algorithmically generate appropriate music.

    --
    Famous Last Words: "hmm...wikipedia says it's edible"
  7. So what's the big deal? by ScrewMaster · · Score: 4, Funny

    According to the researchers, the software has accurately predicted Billboard hits for the past several months.

    Hell, I can do that. My friends have noticed that, for a long time, any piece of popular music that I can't stand to hear becomes a hit. Hm ... maybe I'm in the wrong business.

    --
    The higher the technology, the sharper that two-edged sword.
  8. Oh my. by imsabbel · · Score: 2, Funny

    I guess that means it has been in active use for YEARS already.

    --
    HI O WISE PRINCE. WHT TOOK U SO DAM LONG?
  9. This is BAD! by BalorTFL · · Score: 3, Insightful

    This is not the first such program, and I suspect it shares the failing of its predecessors... It will not predict new trends, it will only follow existing ones. The more it is used to decide if an artist is going to be promoted, the less variety we will see in the music world. When new artists can no longer make it unless they are cookie-cutter copies of current acts (which has arguably already happened), the mainstream music scene will cease to evolve, and the really progressive, groundbreaking groups with a chance to become superstars and jumpstart new genres will be buried even farther under a pile of sameness.

  10. What does this mean... by SeanMon · · Score: 5, Funny

    for up-and-coming artists? Music companies will be able to use this to pay artists less because the computer doesn't like their music.

    MAL (Music AnaLyzer): "I'm sorry Dave, I'm afraid I don't like that."

    --
    "Scud Storm!" -- Jeremy of PurePwnage.com
    1. Re:What does this mean... by Red+Alastor · · Score: 2

      I like the name you gave it. In french, Mal translates to Evil.

      --
      Slashdot anagrams to "Sad Sloth"
  11. They base it on what's said in chat rooms? by mortong · · Score: 2, Funny

    If that's the case, the results may look a little like google. For example, a review of Gwen Steffani's new album: An upbeat, poppy sound, Gwen Steffani nude, Gwen Steffani fakes, free nude Gwen Steffani pictures, free nude celebrities, with more complexity than her previous albums.

  12. I wrote one too by ShakaUVM · · Score: 5, Funny

    I wrote a predictor too. It's a neural net, actually.

    int music_predictor(int artist_type,float rhythm, int genre, int tempo, int male_or_female, int quality, int singing_quality, int band_quality, int number_of_band_members) {
            if (artist_type == BIG_NAME_POP_ARTIST_WITH_STUDIO_BACKING)
                    return true;
            else
                    return false;
    }

    Ok, so it's a one-axon neural net. But it gets 99%+ accuracy.

  13. Can only predict hits inline with current trends by whiplashx · · Score: 3, Insightful
    By analyzing existing trends and statistics, the software can predict and identify trends, but I would imagine its a much harder (or possibly impossible) task to predict 1st or 2nd order derivatives, IE, the new directions musical trends will take.

    On a personal level, I think we're going to head into an era where experimentation and unique sounds will be cherished. We've been listening to this sort of tin-pan alley redux for about 10-20 years now, and a lot of people sense discomfort with the existing pop music trends. Look at the 40s-70s and I think you'll see the same sort of musical revolution in the next 30 years.

  14. Oh, let me say it this time! by pegr · · Score: 4, Informative

    Dupe! ;)

    1. Re:Oh, let me say it this time! by Andy_R · · Score: 4, Informative
      --
      A pizza of radius z and thickness a has a volume of pi z z a
  15. Article doesn't have enough information. by leiahdorus · · Score: 2, Insightful
    As is often the case, we really need to be told more before we even know if the success claimed in the article is very significant. It doesn't mention anywhere what songs are being fed into this sucker. All we know is that it's picking big hits. So what, if its universe of discourse is composed of the songs that the record companies are already playing on the radio, for instance. In that case, I could do just about as well. From what I understand of the radio/record business, record companies pick songs to be hits, and have a partnership with the radio stations wherein the latter plays said songs, thereby guaranteeing them to be hits. Many here would certainly agree that quality doesn't have as much to do with music success as one would hope. The following quote from the article hints at this:

    "Some people really care about instrument sounds and complexity of the music," Mr. Whitman said. "But the 14-year-old teenage girl could care less, as long as her friends are listening to it."

    I maintain that the friends of this teenage girl are listening to whatever is playing on Cool Hitz 9602KXQZ.

    The article does make one mention of the software picking up on a popular band that record companies had passed over, but which had a growing underground fan movement. Again, so what -- they say themselves that one of the main things their software does is analyze popular music discussion in forums, chat sites, etc. For all we know, the only thing that happened in this case is that the software noticed a lot of people were talking about the band "Crossfade."

  16. obBritneySpears by Octagon+Most · · Score: 3, Insightful

    We don't need software to predict how many posts will mention Britney Spears even though she faded away years ago. She's no longer an appropriate proxy for manufactured pop music. Pay attention people. It's 50 Cent's world, we just live in it.

  17. Re:I, for one... by ScrewMaster · · Score: 3, Funny

    robotic taste-shaping overlords

    Most people don't know it, but that level of technological sophistication was achieved nearly a century ago.

    Nowadays, we call them "studio executives". They used to work reasonably well, but nobody has updated their programming since 1957.

    --
    The higher the technology, the sharper that two-edged sword.
  18. Killing art? Not really. by dex.pdx · · Score: 3, Interesting

    Even though a system such as this would seem to have the logical result of killing the art of music, it simply can not.

    As a musician I have noticed that the more I study music theory (theory is really just the language to describe music) the more I come to realize that almost all music is the same. You can spot similarities between four hundred year old classics and current "Indie"/Pop/Rock/Whatever, the connection is there.

    So what might you ask makes it different?

    The style makes it different. The way the individual artist performs/arranges/records a piece. Not to mention that lyrical content adds a whole new dimension?

    Saying something like this will ruin the art of music is like saying that the grammar checker in any document editor ruins the art of writing. Though it is neat that a program could possible sort out "popular" music, which just means it's able to emulate the human ear just a little bit.

  19. Greg Egan wrote a story somewhat along these lines by joe+user+jr · · Score: 4, Interesting
    Excerpt:
    When they started making music straight from the Azciak Polls, everybody howled about the Death of Art -- as if the process was anything new, anything more than an efficient closure of what had been happening for years. Groups were already assembled on the basis of elaborate market research. The Azciak Probes were already revealing people's tastes in breakfast cereals, politicians, and rock stars. Why not scan the brains of the populace, discover precisely what music they'd be willing to pay for, and then manufacture it -- all in a single, streamlined process, with no human intervention required? From the probes buried in a random sample of twenty thousand representative skulls, to the construction of the virtual bands (down to mock biographies, and all the right birthmarks and tattoos), to the synthesis of photorealist computer-animated videos, accessible for a suitable fee ... the music industry had finally achieved its long-cherished goal: cutting out everyone but the middleman.
    Ok, a little less prosaic than the item under discussion, but an interesting read...

    Read the whole story, at: http://www.infinityplus.co.uk/stories/worth.htm

    If you're interested, Greg Egan's site: http://gregegan.customer.netspace.net.au/

    --
    .sigs: Just Say No!
  20. The most stunning revelation by Rolo+Tomasi · · Score: 5, Funny

    The secret to success is apparently: more cowbell.

    --
    Did you know you can fertilize your lawn with used motor oil?
  21. Re:Says alot about today's music.. by Max_Abernethy · · Score: 2, Informative

    People today have easy access to a broader cultural experience than ever before. People who in the past could not afford to spend a lot of money taking chances on esoteric music can just take it now, whether or not the artist wants them to. The legal and moral implications are another debate entirely, but there's no question that the average person can now have more diverse music than ever before. There are entire genres that I never would have gotten into if not for the internet. That's a lot of CDs and concert tickets that wouldn't have been sold, albeit not by the folks that are handing out subpoenas.

    If you think there isn't any good music being made today, either you're ridiculously picky or you just aren't looking. Yes, 90% of the music sold in America is (in my opinion mostly bland) pop put out by just four record labels. The breadth of the rest of it is astounding.

  22. Obvious comment :-) by Crouty · · Score: 3, Insightful
    the record labels are going to get ahold of this and turn it around to actually produce the music. then it will all sound the same.
    Well, this was the most obvious comment to the subject. I am sure, the record labels will be very interested in using this analysis to synthesize elements of hit records. But this is a much more difficult task than it may sound. It is hard enough to identify the elements that makes a song successful.

    Trying to shape a song so it becomes successful has been tried many times before - with unsatisfying success. On a higher level it led to the categories of music we know today, like Blues, Trance, Metal, etc.. On a lower level we see follow-ups to first hits, that use the same kind of harmonies, rhythm and sounds. But there still are a lot of songs that become successful not because they sound the same like other songs but because they are innovative, think Kraftwerk or Nirvana.

    Music trends are a system between unification and diversification. The more songs sound alike, the more people will appreciate songs that differ and vice versa. This system is very hard to predict. I am sure the music industry tries to predict it and synthesize hit records and I think this is why there are so few truely creative artists with a contract from a major record label.

    --
    On se Internetz nobody noes your German.
    1. Re:Obvious comment :-) by Jasin+Natael · · Score: 2, Insightful

      Well, they haven't got enough data to claim that they can accurately predict how people will respond to a song. Remember that their metric so far has been the Billboard charts. So, all they're saying is, they've written a program to replace the decisions of RIAA Execs, not the music consumer. When we can write software to appreciate music, or at least put up a convincing approximation thereof, I think we'll have stumbled upon bigger problems than predicting / writing hit records.

      --Jasin Natael
      --
      True science means that when you re-evaluate the evidence, you re-evaluate your faith.
  23. Software Predicts Slashdot Dupe Story Success by jpetts · · Score: 2

    Editors at popular geek site slashdot.org have created an algorithm which predicts the success of any potential duplicate story on the web site, and are using it to make usch posts with increasing regularity. The software determines whether the original story contains any letters from a to z (case-insensitive), and of it finds them, the post is deemed to be dupe-worthy. This program has been in operation now for more years than anybody care to frickin' remember...

    --
    Call me old fashioned, but I like a dump to be as memorable as it is devastating - Bender
  24. AKA Spam filter? by Hurricane78 · · Score: 2, Insightful

    > It would be nice to have a system that pulls out the things I'm most interested in.

    What you are talking about is a spam filter for music! Well.. that would be wonderful.

    But then you would have to wait some weeks until you could listen to the next hour of music, because most radios and other sources would return quietness for most of their time. ;)

    Or you would have to push EVERY music on the planet trough it. Even the street musicians from some mountan village in nepal oder the whate-veryo-ucall'me-islands.
    Surely this would be great, and theoretically it would surely be possible.... but practically... well... ;)

    --
    Any sufficiently advanced intelligence is indistinguishable from stupidity.
  25. Music-Matic by jpetts · · Score: 2, Funny

    When the Play button was pressed it made an instant but highly detailed examination of the subject's music-appreciation buds, a spectroscopic analysis of the subject's metabolism and then sent tiny experimental signals down the neural pathways to the hearing centres of the subject's brain to see what was likely to go down well. However, no one knew quite why it did this because it invariably delivered three minutes of sound that was almost, but not quite, entirely unlike Britney Spears.

    --
    Call me old fashioned, but I like a dump to be as memorable as it is devastating - Bender
  26. Re:Guage? by ScrewMaster · · Score: 2, Funny

    Yeah, really. How far do you think the Enterprise D would have gone at the end of the premiere episode "Encounter at Farpoint", if Captain Picard had raised a finger towards the viewscreen and said, "Lets see what this Galaxy Class starship can do! Enguage!"

    --
    The higher the technology, the sharper that two-edged sword.
  27. Re:Says alot about today's music.. by teamhasnoi · · Score: 2, Insightful
    Can I hold your wallet chains and mini-buttons when you guys fight? :P

    Even stuff like the Kinks and the Beatles were regarded as fluff in their day - the thing that will kill music is control of distribution, and patenting of production and arrangement (the RIAA is buying the legislation for one, and I seem to recall a recent /. story about patenting a story theme - if that's true, music arrangements and production styles will surely not be far behind. I've posted about it before, but I always sound like the musician's Stallman )

    I'll be practicing with my band no sooner than tomorrow for my own rock show - played in front of tens of people. So can't we all just get along, and buy my t-shirts? ;)

  28. Not Impressed by David_Shultz · · Score: 2, Interesting
    I know it's generally more interesting to talk about how cool it is that technology is doing such great things, and to start imagining all the implications of the wonderful progress we're making. I'm going to do something dangerously uncool and uninteresting -I'm going to expose this article for what it really is. And what is that? An overhyped project with nothing impressive going for it. Really. Nothing. Let's examine the claims to fame made in the article.

    First of all, the big claim made is that "the system has been predicting Billboard hits with surprising accuracy over the past several months." They achieve this one simply by reading weblogs. That is ridiculously simple to do: count the number of times a song is mentioned. Predict based on this value. They have not claimed that they are able to predict success on NEW songs based on scanning the music, they have simply claimed, as above, that they can predict billboard hits. Another easy method for doing this is as follows: Take todays hit-list. Copy it identically. That's tomorrows hit-list. There is not that much change over a day -you will get pretty good accuracy.

    Second, the software picks out little known groups with popular sounds that agents have missed (ex. Crossfade). How does the network achieve this amazing (sarcasm) feat? By noticing a spike in focus-group data; "HitPredictor struck gold again in late 2003, when its computers flagged a blip in the focus-group data." Hoorah! MIT has invented an algorithm that finds spikes in data.

    Thirdly, the software describes the music it hears, from "sexy to romantic to loud and upbeat". Again, this is not complicated. Just look at weblogs and attach to any song titles nearby descriptor words from a small set. This of course is just an example of a simple way to do it. I'm sure there are others.

    But there must be some reason for us reading about it? Mustn't there? Well yes. Firstly, there is profit to be made by individuals offering services. Secondly, you can't write or post stories titled "MIT project achieves nothing interesting".

  29. Dumb.... by Jesus+IS+the+Devil · · Score: 2, Funny

    Some of the lamest most predictable "funny" comments are in this thread. People you're not funny.

    --

    eTrade SUCKS
  30. doller-hertz as a unit by r00t · · Score: 2

    It makes perfect sense really. Remember that Hertz is 1/seconds. So we use doller/second to measure popularity. That fits perfectly.