Concepts
Categories
Items that are grouped together according to concept, often concepts and categories are used interchangeably
Exemplars
Individual items within a category
Our multi-dimensional way of organizing concepts allow us to access them at different ____
Levels
3 levels of concept specificity
Superordinate level
General terms for concepts (e.g. fish)
Basic level
Subordinate level
Order of levels in the development of concepts
Basic, superordinate, then subordinate concepts
Semantic dementia patients level of concepts
Cognitive economy
Use the simplest terms that is still meaningful for the situation
E.g.
General public : piano
Piano players : Casio privia
Graded concept organization
Grades how well a certain item can belong to a concept (e.g. trout is more representative of a fish than a shark)
Concept inclusivity
Ability to refer to a single object on more than one level
E.g. violin and instrument
Generalization
Classic approach to concept learning
Concepts involve forming rules about lists of features
Defining features (classic approach to concept learning)
necessary and sufficient for category membership
e.g. a dog has to be a living thing
Characteristics features (classic approach to concept learning)
Common but not essential for category membership
Solution to the problem that not all examplars that we know are part of a concept have defining features (classic approach to concept learning)
The classic approach to concept learning does not work well for…
The Cube Rule
Similarity-based approach
You use the similarity between items rather than any sort of explicit rule rule to figure out if something new you see, an exemplar instance, belongs to their concept.
According to the similarity-based approach, items are defined by their resemblance to …
A collection of features (more than just defining features like in the classic approach)
Fuzzy boundaries
Items are, more or less, part of a category
* An item can be categorized into more than one category
E.g. a sled can be a vehicle or toy depending on the context
Steps of concept learning