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Verbal Representation of Knowledge
Knowledge: The storage, integration, and organization of information in memory Information is not equal to knowledge: Knowledge is organized information Declarative Knowledge: “That” Procedural Knowledge: “How”
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Semantic Memory Concepts and Categories
Knowledge without reference to how or where the information was acquired Encyclopedic information “Mental Lexicon" ,000 words Rules
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Two Types of Concepts Natural concept Artifact concept
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Theories of Semantic Memory Organization
Feature Comparison Model Prototype/Exemplar Theory Network Models PDP/Connectionist Models
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Feature Comparison Model
Concepts stored in memory in terms of a list of features or attributes e.g., bird has feathers can fly has a beak eats seeds has wings 2 types of features Defining Characteristic
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Sentence Verification Task
"A robin is a bird" vs. "A penguin is a bird“ Results indicate the “Typicality Effect”
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Pros and Cons Typicality effect can be explained by feature lists
Very few concepts have essential defining features
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Prototype/Exemplar Theory
Prototypes Categories are organized around a prototype (Rosch, 1975) An item is classified into categories by virtue of how similar the item is to a prototype Prototype of a category does not need to exist
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Exemplars Specific examples of a concept learned New concept compared to other exemplars Barslou (1992) “bachelor”
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Problems with Exemplars
Would need to store many exemplars in memory Evidence still remains that we abstract out information from items coming into memory Current research: We probably use both
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Network Models
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Collins’ Model Collins & Quillian (1969); Collins & Loftus (1975)
Network of nodes tied together by links and associations 2 types of links Superordinate (SA) Modifier (M)
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Spreading Activation Links frequently traveled have stronger connection strengths
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Adaptive Control of Thought (ACT, ACT*, HAM)
Anderson (1996, 2000) Declarative Knowledge Procedural Knowledge Working Memory
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Declarative Network – interconnected set of propositions
Proposition – smallest unit of knowledge that can be judged true or false Links between propositions can become stronger over time
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Example: Susan gave a cat to Maria. The cat was white.
Maria is the president of the club.
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PDP/Connectionist Models
Mental processing units connected together Parallel operations Memories stored in connections Connections modified through connection weights A memory is not retrieved, it is reconstructed Default Assignment Graceful Degradation
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Advantages May help explain the neural basis for memory
Parallel operations Explains partial memories
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