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CONNECTIONIST MODELLING CAT Has fur purrs Likes tuna

CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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Page 1: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

CONNECTIONIST MODELLING

CAT

Has fur purrs Likes tuna

Page 2: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

CONNECTIONIST MODELLING

CAT

Has fur purrs Likes tuna

Amphibians Fish Mammals Birds Reptiles

Vertebrates

ANIMALS

Page 3: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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

Page 4: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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

Page 5: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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

Page 6: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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

Page 7: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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”

Page 8: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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’

Page 9: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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’

+

+

+

+++++

+++

+

Page 10: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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

Page 11: CONNECTIONIST MODELLING CAT Has furpurrsLikes tuna

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.