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Classifying Players For Unique Game Experiences

togelius writes "Whenever you play a game of Tomb Raider: Underworld, heaps of data about your playing style is collected at Eidos' servers. Researchers at the Center for Computer Games Research have now mined this data to identify the different types of player behavior (PDF). Using self-organizing neural networks, they classified players as either Veterans, Solvers, Pacifists or Runners. It turns out people play the game for very different reasons and focus on different parts of the game, but almost everyone falls into one of these categories. These neural networks can now quickly determine which of these groups you belong to based on just seeing you play. In the near future, such networks will be used to adapt games like Tomb Raider while they are played (e.g. by removing or adding puzzles and enemies), so you get the game you want."

20 of 167 comments (clear)

  1. Foruc on different parts of game by sopssa · · Score: 4, Funny

    It turns out people play the game for very different reasons and focus on different parts of the game, but almost everyone falls into one of these categories.

    Yep, I've noticed this too. I dont get why, but some people tend to stare the ass more, while personally I like to enjoy the boobs.

    Did this research notice if there were any deaths caused by getting discracted when you jumped and the camera got into such position that you tried to get a nippleslip or see the panties?

    1. Re:Foruc on different parts of game by Minwee · · Score: 5, Funny

      Just what we need... surround ourselves with ourselves. That will challenge us and cause us to grow into intelligent, tolerant and well rounded individuals.

      I don't like hearing this kind of talk, so I'm going to mod it down.

  2. No thank you by RemoWilliams84 · · Score: 5, Funny

    After seeing how Tivo and Netflix recommendations go sometimes, I'm not sure I want a game changing itself because it thinks I know what I want. Not to knock Tivo or Netflix, they are accurate alot, but sometimes they are way off base.

    Besides, if it knew what I really wanted, everything would just end up having tits.

    --
    "I don't have to think. I only have to do it. The results are always perfect, but that's old news." - Meat Puppets
  3. Thanks for the heads up by NervousNerd · · Score: 5, Insightful

    Whenever you play a game of Tomb Raider: Underworld, heaps of data about your playing style is collected at Eidos' servers.

    Thanks for the heads up, so I won't buy it. I personally don't like having everything I do monitored in some way on some server with a shady privacy policy.

    1. Re:Thanks for the heads up by J_DarkElf · · Score: 4, Insightful

      Then don't buy the Xbox version. If you RTFA, it mentions that the data collection was done through Xbox Live.

      Of course with its achievements etc. Xbox Live is always tracking everyone in the first place, Eidos' data collection is a logical next step. If you're paranoid, avoid Xbox Live, PSN, and any similar system (including Steam on PC unless firewalled).

      Or of course just pull the network plug of the PC or console...

    2. Re:Thanks for the heads up by mcvos · · Score: 5, Funny

      Totally. This is yet another attempt by the government to monitor its drones and keep them in line, another little teeter down the slippery slope to an Orwellian future.

      But by analyzing how you react to this, they'll be able to offer you the customised Orwellian future that you really want.

    3. Re:Thanks for the heads up by Applekid · · Score: 4, Insightful

      Unless you're planning to write your social security number with bullet holes in the wall, I think you might be overreacting.

      Using my play data to serve ads? No, thanks, I'll pass. Using my play data to realize I hate having to kill things in Tomb Raider? Sounds like a win to me.

      --
      More Twoson than Cupertino
    4. Re:Thanks for the heads up by dkleinsc · · Score: 5, Insightful

      I think you guys have the wrong dystopia here: This isn't an Orwellian future that this sort of thing leads to, it's more of a Brave New World with perfectly customized soma for you.

      --
      I am officially gone from /. Long live http://www.soylentnews.com/
  4. Does it take nudity into account? by broknstrngz · · Score: 5, Funny

    How about the naked Lara Croft modders? Which slot do they fall into?

  5. Bartle did this work already by HBI · · Score: 4, Insightful

    ...15 years ago. They change the names and claim it as unique research?

    --
    HBI's Law: Frequency of calling others Nazis is directly correlated with the likelihood of the accuser being Communist.
  6. So no variety? by bcmm · · Score: 4, Insightful

    Many players enjoy some variety within a game. I've played all the Hitman games with the aim of completing the missions "cleanly", so I enjoyed the ones which force you to play the last mission as more of a shooter game (they did this in the 1st, 2nd and 4th games, while the third had a finale which offed the chance to play stealthily, but was still designed to produce a massive firefight if not played stealthily).

    I would be somewhat annoyed if Eidos based the style of the final level of the next Hitman game on stats from the rest of the game, which seems to be a real possibility since Hitman is a game which offers plenty of chances to choose between stealth and action gameplay.

    --
    # cat /dev/mem | strings | grep -i llama
    Damn, my RAM is full of llamas.
  7. The four types by nschubach · · Score: 5, Informative

    In case anyone else was trying to figure out these roles... (page 6 last two paragraphs - > page 7)

    Veterans = The power gamers, deaths usually only environmental.

    Solvers = Die often (mainly from falling), methodical, slow.

    Pacifists = Cannon fodder basically.

    Runners = They run, they die, they run. The first thing that comes to mind here is a player that goes for the flag immediately in CTF.

    --
    Every time I start to have faith in humanity, I ruin it by driving to work between 7 and 8 am.
  8. Re:Almost everyone? by Sockatume · · Score: 4, Informative

    The system discovers the categories. The analysis finds groupings of players who behave in similar ways through the game, and the researchers named those after-the-fact. There's no a priori reason why the players should group at all, though - the study could've equally found that only a small percentage of players clustered and the majority were radically different from each other.

    --
    No kidding!!! What do you say at this point?
  9. And the game becomes easy... by Anonymous Coward · · Score: 4, Funny

    There is a sword in the middle of the room, what would you like to do?
    "Leave sword"
    -Enemies Removed from all rooms-
    -Puzzles added to all rooms-

    You enter a room with a puzzle, what would you like to do?
    "I hate puzzles!"
    -Puzzles removed from all rooms-
    -You Win! You are the new moon master!-

  10. Re:Well I don't think much of this by Pulse_Instance · · Score: 5, Insightful

    This is them having faith in their designers. The designers are saying that they want the game to be the best for everyone and that if we can learn how people play we can get more people to like the game.

  11. Re:So the game is spyware? by Rogerborg · · Score: 4, Insightful

    Sweet Zombie Jesus, the tin foil hat brigade are out in force today. The game is already awarding you Achievements as you play. You don't like being "spied" on to earn Achievements? Then why are you playing on XBox Live?

    Oh, you didn't realize that this only applies to the XBox Live version? You didn't even read the article, you say? I've just earned the "Shocked and Stunned" Achievement.

    --
    If you were blocking sigs, you wouldn't have to read this.
  12. Great Data for the Single-Player Household by RobotRunAmok · · Score: 5, Funny

    ...but how does it track when my 8-year-old daughter loads the disk and plays "Lara Croft: Monkey Chaser" ? I'm guessing they need a way to throw out that data, or else risk creating the new, bogus, player category of "Spastic Insomniac."

  13. Re:So the game is spyware? by Verdatum · · Score: 5, Funny

    Could you imagine The Last Starfighter in this day and age? "We've been monitoring your progress in this thing you call a 'game', and we believe you may have what it takes to defend the galaxy!" "OMG Spyware! Screw you guys!"

  14. Steam stats by Spatial · · Score: 4, Insightful

    Valve does this as well. It creates some pretty interesting data, like the maps of where people die the most. It's easy to see how it can help designers.

  15. To be fair, by Unoriginal_Nickname · · Score: 4, Insightful

    most people who use 1984 as a knee-jerk reaction to anything they deem questionable haven't even read that book either.