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Categorization
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Concepts and Categorization Concepts allow for efficient categorization But, how are concepts represented? What “defines” an object? Primary qualities Secondary qualities How do we decide ‘object X’ belongs with ‘category Y’?
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Natural Levels of Categorization Rosh et al.’s (1976) three “levels” of categorization Superordinate level Basic level Subordinate level Superordinate Level Basic Level Subordinate Example 1 Subordinate Example 2 Music InstrumentsGuitarFolk GuitarClassical Guitar PianoGrand PianoUpright Piano DrumKettle DrumBass Drum FruitAppleDelicious AppleMackintosh Apple PeachFreestone PeachCling Peach GrapesConcord GrapesGreen Seedless Grapes ToolsHammerBall-peen HammerClaw Hammer SawHack HandsawCross-cutting Handsaw ScrewdriverPhillips ScrewdriverRegular Screwdriver ClothingPantsLevi’sDouble-knit Pants SocksKnee SocksAnkle Socks ShirtDress ShirtKnit Shirt FurnitureTableKitchen TableDining Room Table LampFloor LampDesk Lamp ChairKitchen ChairLiving-room Chair VehiclesCarSports CarFour-door Sedan BusCity BusCross-country Bus TruckPickup TruckTractor-trailer Truck
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Natural Levels of Classification Rosh et al. (1976) Presented subjects with category labels Subjects named as many features in common to all members of the given category label Level:SuperordinateBasic LevelSubordinateSuperordinate Label:(Clothing)(Pants)(Levi’s)(Knit Pants) You wear it Keeps you warm Legs Buttons Belt Loops Pockets Cloth Two Legs Blue Comfortable Stretchy
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Natural Levels of Classification Rosh et al. (1976) Examined number of attributes at each category level “Best” level of categorization is basic level Why not superordinate level? Why not subordinate level? Raw Tallies CategorySuperordinateBasic LevelSubordinate Musical Instruments16.08.5 Fruit712.314.7 Tools38.39.7 Clothing310.012.0 Furniture39.010.3 Vehicles48.711.2 Mean3.509.0511.07
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Natural Levels of Classification Rosh et al. (1976) basic level category “models”
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Tanaka and Taylor (1991) Expertise guides classification What is this? And this? Vehicle (or Ship) v Starship v Ambassador Class Vehicle (or Ship) v Romulan Warbird v D’deridex Class
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Tanaka and Taylor (1991) Bird experts vs. dog experts Subjects identified pictures of specific birds and dogs (subordinate-level) or common birds and dogs (basic-level)
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Tanaka and Taylor (1991) Expertise sped responses subordinate exemplars, and non-experts faster at basic level exemplars
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Categorization OK, so how do we actually categorize? Definitional approach Compare features of item defining characteristics for categories Problem is what defines a defining characteristic? Nearest-neighbor rule Select the category containing an item that is most similar to the item to be classified Average distance rule Select the category containing items that have the greatest average similarity to the item to be classified Prototype rule…
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Typicality Objects may be classified by comparison to prototypes Rosch (1976) found objects differ in typicality High prototypicality Low prototypicality 7654321 Category: Birds (Proto)TypicalityLowHigh Sparrow (1.18) Owl (2.96) Penguin (4.53) Bat (6.15)
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Typicality Items are listed in order of typicality under each superodrinate category Superordinate Category Rank in TypicalityFurnitureVehiclesFruitWeaponsVegetablesClothing 1ChairCarOrangeGunPeasPants 2SofaTruckAppleKnifeCarrotsShirt 3TableBusBananaSwordString BeansDress 4DresserMotorcyclePeachBombSpinachSkirt 5DeskTrainPearHand GrenadeBroccoliJacket 6BedTrolley CarApricotSpearAsparagusCoat 7BookcaseBicyclePlumCanonCornSweater 8FootstoolAirplaneGrapeBow & ArrowCauliflowerUnderpants 9LampBoatStrawberryClubBrussels SproutsSocks 10PianoTractorGrapefruitTankLettucePajamas 11CushionCartPineappleTear GasBeetsBathing Suit 12MirrorWheelchairBlueberryWhipTomatoShoes 13RugTankLemonIce PickLima BeansVest 14RadioRaftWatermelonFistsEggplantTie 15StoveSledHoneydewRocketOnionMittens 16ClockHorsePomegranatePoisonPotatoHat 17PictureBlimpDateScissorsYamApron 18ClosetSkatesCoconutWordsMushroomPurse 19VaseWheelbarrowTomatoFootPumpkinWristwatch 20TelephoneElevatorOliveScrewdriverRiceNecklace
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Typicality Basic level category “models” may be prototypes
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Typicality Smith, Shoben and Rips (1974) Sentence verification task Typicality effect
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