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    Categorization

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    J. L. Borges (1966) Other inquisitions 1937-1952. N. Y.,

    Washington Square Press. Quoted in Ro sch, E. (1978) Principles of

    categorization. In Rosch & Lloyd, Cognition and categorization.

    The following is a taxonomy of the animal kingdomattributed to an ancient

    chinese encyclopedia entitled the Celestial Emporium of Benevolent

    Knowledge:

    On those remote pages it is written that animals are dividedinto (a) those that belong to the Emperor, (b) embalmed

    ones, (c) those that are trained, (d) suckling pigs, (e)

    mermaids, (f) fabulous ones (g) stray dogs, (h) those that

    are included in this classification, (i) those that tremble, (j)

    innumerable ones, (k) those drawn with a very fine camels

    hair brush, (l) others, (m) those that have just broken a

    flower vase, (n) those that resemble flies from a distance.

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    If these arent good categories, what are?

    Ones used frequently in communication

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    Good categories

    Rosch

    1. Cognitive Economy

    Reduce number of discriminations in world

    Cant have separate label for each thing Informativeness

    Knowing that something is an X tells us more

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    Good categories

    1. Cognitive Economy

    Reduce number of discriminations in world

    Cant have separate label for each thing Informativeness

    Knowing that something is an X tells us more

    These goals are at odds

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    Good categories

    1. Cognitive Economy

    Reduce number of discriminations in world

    Yields few large categories Informativeness

    Yields many small categories

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    Good categories

    1. Cognitive Economy

    Reduce number of discriminations in world

    Cant have separate label for each thing Informativeness

    Knowing that something is an X tells us more

    2. Reflect perceived structure of world

    Correlated features feathers/beaks

    Utility for us

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    Vehicles

    car truck boat

    Furniture

    chair lamp rug

    Animals

    snake dog cow

    sedan station

    wagon

    garbage dump row motor

    easy kitchen table floor Chinese rag

    garter rattle Pekinese mutt milk beef

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    Two dimensions of categorization

    Vertical: Level of abstraction or

    inclusiveness

    Horizontal: Organization within categories

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    Vertical

    What are you si tt ing on?

    What is this I am wearing?

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    Vertical

    What are you si tt ing on?

    Chair, not auditorium chair or furniture

    What is this I am wearing?

    Sweater, not wool sweater or clothing

    Preferred level of reference, why?

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    List features common to members of the

    following categories: Apple

    Tools

    Shirt Furniture

    Green grapes

    Watermelon

    Shoes

    Denim pants

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    Preferred level of abstraction

    Informativeness: Indexed by features

    Highest-->middle: Large increase

    Middle-->lowest: Small increase

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    Preferred level of abstraction

    Informativeness: Indexed by features

    Highest-->middle: Large increase

    Superordinate (vehicle) to basic level (car)

    Middle-->lowest: Small increase

    Basic level (car) to subordinate (4-door)

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    Book review of pretentious novel:

    And so, after putting away my 10 year old royal 470

    manual and lining up my Mongol number 3

    pencils on my Goldsmith Brothers Formica

    imitation-wood desk, I slide into my oversize

    squirrel-skin L. L. Bean slippers and shuffle off to

    the kitchen. There, holding Decades in my

    trembling right hand, I drop it, plunk, into my newSears 20-gallon, celadon-green Permanex trash

    can.

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    Why do these measures converge at

    Basic Level?

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    Basic Level distinguished by

    convergence of many cognitive tasks: Common attributes

    Similarity of shapes Appearance

    Identifiabili ty of sha pes

    Imagery

    Motor programs Behavior

    C om mu ni cat io n: l abe li ng

    Communica tion : fa stes t ve ri fica tion

    Development : f ir st l abels in l ex icon Dev elop me nt : ca te go ri za tion Communication

    Language: earl ies t d if ferent ia tion with in language

    Language: most f requent, shortes t labels

    Language: bas ic l evel t erms neu tral

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    Parts & Basic Level

    Tversky & Hemenw ay

    Among attributes, parts proliferate at basic

    level

    Parts form a bridge from appearance to

    behavior

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    Vertical Dimension of Categorization

    Goals of categorization

    Cognitive economy

    Informative

    Reduce # d iscr iminat ions

    Reflect perceived structure of world

    Basic level maximizes informativeness given #

    categories that must be kept in mind

    Many cognitive tasks converge on basic level

    Parts underlie convergence

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    What about categories of other things?

    Scenes

    People

    Events

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    Horizontal Dimension of Categorization

    Characterize internal structure of categories

    Knowledge representation of categories

    Meaning of categories

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    Early view of categorization

    World is full of things varying on many

    dimensions

    Different cultures draw category boundaries indifferent places, color, corn, parrot, aunt

    If categories are unit of thought, then different

    cultures think differently

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    Early view of categorization

    World is full of things varying on many

    dimensions

    Different cultures draw category boundaries indifferent places, color, corn, parrot, aunt

    If categories are unit of thought, then different

    cultures think differently

    BUT, cultures differ in environments, needs

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    Sapir-Whorf Hypothesis:

    Language shapes Thought

    How do you separate culture from language?

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    Conditions for testing Whorf Hypothesis

    Languages differ with respect to an attribute

    Physical, culture-free measure of attribute

    Non-linguistic dependent measure

    Prevalent attribute; culture independent

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    Conditions for testing Whorf Hypothesis

    Languages differ with respect to an attribute

    Physical, culture-free measure of attribute

    Non-linguistic dependent measure

    Prevalent attribute; culture independent

    Color

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    Codability of color predicts memoryBrown & Lenneberg

    Group 1: codability: short, agreed-upon labels

    Group 2:

    See color chip

    Select that color from array of colors

    Memory better for more codable colors

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    Codability of color predicts memoryBrown & Lenneberg

    Group 1: codability: short, agreed-upon labels

    Group 2:

    See color chip

    Select that color from array of colors

    Memory better for more codable colors

    BUT: didnt test across languages

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    Codable colorsBerlin & Kay, De Valois

    Likely to be prototypical colors across languages

    Languages differ on color boundaries, not centers

    Visual system especially sensitive to prototypical

    colors

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    Teaching color & shape names to Dani

    Rosch

    No names for colors or shapes; taught names

    Easy to learn prototypical colors, shapes

    Hard to learn peripheral colors, shapes

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    Whorf Hypothesis: 2 strikes against

    Colors (shapes) that are highly codable are

    Central members of categories

    Remembered/learned better across cultures

    Perhaps these categories are universal

    But, hold on.not out yet

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    Define:

    Vegetable

    Table

    Vehicle

    Cup

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    Rate how good each exemplar is of

    category:FRUIT: pineapple, grapes, persimmon, apple

    VEHICLE: bus, jeep, skateboard, car

    FURNITURE: clock, table, couch, ottoman

    CLOTHING: belt, shoes, shirt, pants

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    Write examples of the following

    categories:

    Odd Number

    Color

    Musical instrument

    Emotion

    Tool

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    Horizontal organization of categories

    Definitions arent good

    Boundaries arent good

    Agreement on good examples, focal cases:

    Prototypes

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    Horizontal, internal structure of

    categories Family resemblance

    Set of characteristic features No one member has all the features

    Prototypical members have more of the features

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    Horizontal, internal structure of

    categories Family resemblance

    Set of characteristic features No one member has all the features

    Prototypical members have more of the features

    Furniture: legs, seat, back--chair, couch, not rug

    Fruit: sweet, seeds, small--apple, not watermelon

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    Cognitive tasks supporting typicality

    Verification RT: faster to say yes to car is

    vehicle than skateboard is vehicle

    Development: typical learned earlier Production: typical produced earlier

    Language: typical more frequently used

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    Structure of categories

    Vertical: basic level is privileged/neutral

    Horizontal: think of categories in terms of Typical examples

    Family resemblance

    Rather than necessary and sufficient features

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    Whorf Hypothesis: Act III

    Levinson

    Some widely dispersed languages dont use left

    and right to describe locations; use NSEW

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    Whorf Hypothesis: Act III

    Levinson

    Some widely dispersed languages dont use left

    and right to describe locations; use NSEW

    Task Study parade of animals, aardvark.giraffe.zebra

    Order mixed up, participant turned 180 degrees

    Put animals in order

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    Whorf Hypothesis: Act III

    Levinson

    Some widely dispersed languages dont use left

    and right to describe locations; use NSEW

    Task Study parade of animals, aardvark.giraffe.zebra

    Order mixed up, participant turned 180 degrees

    Put animals in order

    Results

    Speakers of R/L languages line up animals L/R

    Speakers of no R/L languages line up animals NSEW

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    Whorf Hypothesis: Act III

    Levinson

    Some widely dispersed languages dont use left

    and right to describe locations; use NSEW

    Task Study parade of animals, aardvark.giraffe.zebra

    Order mixed up, participant turned 180 degrees

    Put animals in order

    Results

    Speakers of R/L languages line up animals L/R

    Speakers of no R/L languages line up animals NSEW