7. Concepts and Categorization Flashcards
What is a concept
Mental representation of some object, event, or pattern + stores knowledge relevant to it
allows us to classify stuff
What is a category
Class of similar things that share:
1. an essential core
or
2. Similarity in perceptual, biological, or functional properties
What are 5 theoretical views of the nature of concepts
classical view
prototype view
exemplar view
schemata view
knowledge based view
What are 4 functions of categorization
- Understand individual cases we have not seen before and make inferences on them
- Reduces complexity of the environment
- Requires less learning and memorization
- Guides the appropriate action (etc. dog vs. wolf)
What are concepts in the Classical View?
- membership is determined by a set of defining characteristics
- defining properties are NECESSARY and SUFFICIENT
ie. a set of features is enough to classify anything as an instance of a concept
What are the assumptions of the classical view of concepts
- concepts are not representations of specific examples, but as lists of features
- membership is clear cut
- there is no better or worse examples of a category
What are some problems with the classical view of concepts
- no defining features for categories (etc. games)
- defining features do not always fit
- no typicality (graded membership)
What are concepts in the Prototype view?
There is an idealized representation of a class of objects
- includes features that are typical (averaged over past experiences of category members)
What is the family resemblance structure of concepts
Each member has a number of features that it shares with others
The more commonly shared features, the more typical a member is
police + doctor experiment
What are some advantages of prototype view of concepts
- explains why people have a hard time defining concepts (strict definitions do not exist)
- explains how members in a category may seem more typical than others
What are some problems with the prototype view of concepts
- There are no clear cut boundaries for category membership
- Typicality of an instance can depend on context (not fixed)
What are 2 views of categorization that have to do with the abstraction of information
Classical view and Prototype view
What are concepts in the Exemplar view?
- concepts include actual representations of real instances we’ve experienced in the past
- categorization based on comparison to previously stored instances (exemplars)
- assumes no defining characteristics with specific categories
Why might concepts be hard to categorize in the exemplar view vs. prototype view
exemplar view:
to-be categorized instance is similar to exemplars from many different categories
prototype view:
to-be categorized instance shares many features with multiple categories
Explain the typicality effect in the exemplar view vs prototype view
Exemplar view:
Typical instances are more likely to be stored than less typical instances
Prototype view:
More overlap in features with the prototype allows someone to respond faster to it