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CONNECTIONIST MODELLING
CAT
Has fur purrs Likes tuna
CONNECTIONIST MODELLING
CAT
Has fur purrs Likes tuna
Amphibians Fish Mammals Birds Reptiles
Vertebrates
ANIMALS
Notion of Cognitive Economy
Animal
Vertebrate
Birds Mammals
Robin Penguin Cat
alive sleeps reproduces
eats
has a spine
fly lay eggs feathered
have milk live young have hair
Evidence FOR• Sentence verification speed:
- quicker to verify across fewer levels of hierarchy (Schwartz & Reisberg, 1991)
Evidence AGAINST• Prototypicality effect – a robin is a bird; a penguin is a bird
• Familiarity effect – a cat is an animal; a cat is a mammal
Notion of Cognitive Economy
Animal
Vertebrate
Birds Mammals
Robin Penguin Cat
alive sleeps reproduces
eats
has a spine
fly lay eggs feathered
have milk live young have hair
Resolution: The Development of Connectionist
Models (Collins & Loftus, 1973)
• Abandon hierarchy
• Introduce concept of strong and weak links
Strong = familiarity/prototypical exemplars
Weak = unfamiliar/non-prototypical exemplars
Bruce and Young (1986): Information Processing Model
Expression Analysis
View-Centred Descriptions
Expression-Independent Descriptions
Structural Encoding
Face Recognition Units
Person-Identity Nodes
Name Generation
Facial Speech Analysis
Directed Visual Processing
“Cognitive System”
Burton, Bruce & Johnston, (1991): Interactive Activation and Competition Model
FRUs
‘tony’
‘paul’ ‘john’
‘bill’
NAMES
Bill Clinton
John Lennon Tony Blair
Paul McCartney
SIUs
Singer politician British American Dead Alive President PM ‘Beetle’
Burton, Bruce & Johnston, (1991): Interactive Activation and Competition Model
FRUs
‘tony’
‘paul’ ‘john’
‘bill’
NAMES
Bill Clinton
John Lennon Tony Blair
Paul McCartney
SIUs
Singer politician British American Dead Alive President PM ‘Beetle’
+
+
+
+++++
+++
+
Burton, Bruce & Johnston, (1991): Interactive Activation and Competition Model
‘tony’
‘paul’ ‘john’
‘bill’
NAMES
Bill Clinton
John Lennon Tony Blair
Paul McCartney
SIUs
Singer politician British American Dead Alive President PM ‘Beetle’
+
+
+
+++++
+++
+
PROSOPAGNOSIA
ANOMIA
SUMMARY: The Value of the Connectionist Approach
• It offers a very powerful model of memory
• It possesses cognitive economy
• It possesses biological plausibility
• It can model both intact memory and impaired memory
• It can model simple semantic memory and more complex real-world memory
• It provides a model of how information is stored and how it is retrieved.