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THE ORGANIZATION OF 
KNOWLEDGE IN MIND
Outline 
1. Organization of Declarative Knowledge 
1. Concepts and Categories 
2. Semantic Network Models 
3. Schematic Representations 
2. Representations of Procedural Knowledge 
3. Integrative Models for Representing Declarative and Nondeclarative 
Knowledge 
1. Combining Representations: ACT-R 
2. Models Based on the Human Brain 
3. Parallel Processing: The Connectionist Model
DECLARATIVE 
PROCEDURAL 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
CONCEPTS 
CATEGORIES 
SCHEMAS 
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
Na t u r a l c a t e g o r y 
A r t i f i c i a l c a t e g o r y 
A d Ho c c a t e g o r y
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
1) THEORIES ON 
CONCEPT ORGANIZATION 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
THEORIES ON 
CONCEPT ORGANIZATION 
FEATURE-BASED 
CATEGORIES: 
A DEFINING VIEW 
EXEMPLARS 
A SYNTHESIS: COMBINING FEATURE-BASED 
AND PROTOTYPE THEORIES 
THEORY-BASED 
VIEW OF 
CATEGORIZATION 
PROTOTYPE THEORY: 
A CHARACTERISTIC VIEW
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
THEORIES ON 
CONCEPT ORGANIZATION 
EXEMPLARS 
FEATURE-BASED 
CATEGORIES: 
A DEFINING VIEW 
MUST have this to be 
considered a member 
A SYNTHESIS: COMBINING FEATURE-BASED 
AND PROTOTYPE THEORIES 
THEORY-BASED 
VIEW OF 
CATEGORIZATION 
PROTOTYPE THEORY: 
A CHARACTERISTIC VIEW 
*DEFINING FEATURES
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
FEATURE-BASED 
CATEGORIES: 
A DEFINING VIEW 
EXEMPLARS 
PROTOTYPE THEORY: 
A CHARACTERISTIC VIEW 
A SYNTHESIS: COMBINING FEATURE-BASED 
AND PROTOTYPE THEORIES 
THEORY-BASED 
VIEW OF 
CATEGORIZATION 
THEORIES ON 
CONCEPT ORGANIZATION 
Category 
containing salient 
features that are 
true of most 
instances 
Ideal 
representation of 
the category 
COKE 
XEROX 
COLGATE 
PAMPERS 
*CHARACTERISTIC FEATURES
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
FEATURE-BASED 
CATEGORIES: 
A DEFINING VIEW 
THEORIES ON 
CONCEPT ORGANIZATION 
A SYNTHESIS: COMBINING FEATURE-BASED 
AND PROTOTYPE THEORIES 
THEORY-BASED 
VIEW OF 
CATEGORIZATION 
EXEMPLARS 
PROTOTYPE THEORY: 
A CHARACTERISTIC VIEW
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
FEATURE-BASED 
CATEGORIES: 
A DEFINING VIEW 
EXEMPLARS 
PROTOTYPE THEORY: 
A CHARACTERISTIC VIEW 
A SYNTHESIS: COMBINING FEATURE-BASED 
AND PROTOTYPE THEORIES 
THEORY-BASED 
VIEW OF 
CATEGORIZATION 
THEORIES ON 
CONCEPT ORGANIZATION 
#HUGOT 
#AngTunayNaLalake
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
FEATURE-BASED 
CATEGORIES: 
A DEFINING VIEW 
• Introduce the idea of the 
EXEMPLARS 
A SYNTHESIS: COMBINING FEATURE-BASED 
AND PROTOTYPE THEORIES 
THEORY-BASED 
VIEW OF 
CATEGORIZATION 
THEORIES ON 
CONCEPT ORGANIZATION 
PROTOTYPE THEORY: 
A CHARACTERISTIC VIEW 
“CORE” 
– Defining features that item 
must have 
• Prototype 
– Characteristics typical of 
examples
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
2) SEMANTIC-NETWORK MODELS
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MINDCOLLINS & QUILLIAN’S MODEL 
Has skin 
Breathes 
Eats 
Animal 
Salmon 
Has fins 
swim 
Has gills 
Is pink 
Is edible 
Dog 
Lays eggs upstream 
Has fur 
1969 
Has spots 
barks 
4 legs 
Fish 
Black & 
white 
Dalmatian 
Skinny tail
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND COLLINS & LOFTUS 
1975 
Goldie 
fish 
swims 
4 legs fur 
poodle 
pet 
mutt 
Lucy 
dog
1) ORGANIZATION OF 
DECLARATIVE KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
3) SCHEMATIC REPRESENTATIONS 
* S C H E M A 
* S C R I P T S 
• A structure that describes appropriate sequences of 
events in a particular context 
• Scripts include default values for the actors, the 
props, the setting, and the sequence of events
2) REPRESENTATIONS OF 
PROCEDURAL KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
50 peso bill here
2) REPRESENTATIONS OF 
PROCEDURAL KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
• Consciously think about 
steps to complete task 
COGNITIVE 
STAGE 
ACQUISITION OF 
PROCEDURAL KNOWLEDGE 
ASSOCIATIV 
E STAGE • Skill has 
• Practice the 
procedure 
become 
automatic 
AUTONOMO 
US STAGE
2) REPRESENTATIONS OF 
PROCEDURAL KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
NONDECLARATIVE KNOWLEDGE 
• Procedural knowledge 
• Associative conditioning 
• Simple nonassociative knowledge 
• Priming
2) REPRESENTATIONS OF 
PROCEDURAL KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
NON-DECLARAT IVE ( IMP L ICI T ) 
Procedural Priming Simple Nonassociative 
(Skills & 
Habits) 
Emotional Skeletal 
Responses Musculature 
Striatum Neocortex Amygdala Cerebellum Reflexes 
Pathways
2) REPRESENTATIONS OF 
PROCEDURAL KNOWLEDGE 
ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
NONDECLARATIVE KNOWLEDGE 
• Procedural knowledge 
• Associative conditioning 
• Simple nonassociative knowledge 
• Priming 
SEMANTIC 
PRIMING 
REPETITION 
PRIMING
3) INTEGRATIVE MODELS 
FOR REPRESENTING DECLARATIVE AND NONDECLARATIVE 
KNOWLEDGE ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
Combining Representations: 
ACT-R (Anderson) 
– Adaptive control of thought model of knowledge representation and 
information processing 
– A model of information processing that integrates a network 
representation for declarative knowledge and a production-system 
representation for procedural knowledge 
– Declarative network includes storing and retrieving of information; 
Procedural system implements the processes of proceduralization 
(automatization)
3) INTEGRATIVE MODELS 
FOR REPRESENTING DECLARATIVE AND NONDECLARATIVE 
KNOWLEDGE ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
CONNECTIONIST MODEL 
 Parallel Processing 
 Parallel Distributed Processing (PDP) 
Models
3) INTEGRATIVE MODELS 
FOR REPRESENTING DECLARATIVE AND NONDECLARATIVE 
KNOWLEDGE ORGANIZATION 
OF KNOWLEDGE 
IN MIND 
DOMAIN GENERAL VS. DOMAIN SPECIFIC 
SYSTEMS 
How domain general or domain specific is cognition?

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The organization of knowledge in mind - Chapter8, Cognitive Psychology, Sternberg

  • 1. THE ORGANIZATION OF KNOWLEDGE IN MIND
  • 2. Outline 1. Organization of Declarative Knowledge 1. Concepts and Categories 2. Semantic Network Models 3. Schematic Representations 2. Representations of Procedural Knowledge 3. Integrative Models for Representing Declarative and Nondeclarative Knowledge 1. Combining Representations: ACT-R 2. Models Based on the Human Brain 3. Parallel Processing: The Connectionist Model
  • 3. DECLARATIVE PROCEDURAL ORGANIZATION OF KNOWLEDGE IN MIND
  • 4. ORGANIZATION OF KNOWLEDGE IN MIND CONCEPTS CATEGORIES SCHEMAS 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE Na t u r a l c a t e g o r y A r t i f i c i a l c a t e g o r y A d Ho c c a t e g o r y
  • 5. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE 1) THEORIES ON CONCEPT ORGANIZATION ORGANIZATION OF KNOWLEDGE IN MIND
  • 6. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND THEORIES ON CONCEPT ORGANIZATION FEATURE-BASED CATEGORIES: A DEFINING VIEW EXEMPLARS A SYNTHESIS: COMBINING FEATURE-BASED AND PROTOTYPE THEORIES THEORY-BASED VIEW OF CATEGORIZATION PROTOTYPE THEORY: A CHARACTERISTIC VIEW
  • 7. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND THEORIES ON CONCEPT ORGANIZATION EXEMPLARS FEATURE-BASED CATEGORIES: A DEFINING VIEW MUST have this to be considered a member A SYNTHESIS: COMBINING FEATURE-BASED AND PROTOTYPE THEORIES THEORY-BASED VIEW OF CATEGORIZATION PROTOTYPE THEORY: A CHARACTERISTIC VIEW *DEFINING FEATURES
  • 8. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND FEATURE-BASED CATEGORIES: A DEFINING VIEW EXEMPLARS PROTOTYPE THEORY: A CHARACTERISTIC VIEW A SYNTHESIS: COMBINING FEATURE-BASED AND PROTOTYPE THEORIES THEORY-BASED VIEW OF CATEGORIZATION THEORIES ON CONCEPT ORGANIZATION Category containing salient features that are true of most instances Ideal representation of the category COKE XEROX COLGATE PAMPERS *CHARACTERISTIC FEATURES
  • 9. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND FEATURE-BASED CATEGORIES: A DEFINING VIEW THEORIES ON CONCEPT ORGANIZATION A SYNTHESIS: COMBINING FEATURE-BASED AND PROTOTYPE THEORIES THEORY-BASED VIEW OF CATEGORIZATION EXEMPLARS PROTOTYPE THEORY: A CHARACTERISTIC VIEW
  • 10. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND FEATURE-BASED CATEGORIES: A DEFINING VIEW EXEMPLARS PROTOTYPE THEORY: A CHARACTERISTIC VIEW A SYNTHESIS: COMBINING FEATURE-BASED AND PROTOTYPE THEORIES THEORY-BASED VIEW OF CATEGORIZATION THEORIES ON CONCEPT ORGANIZATION #HUGOT #AngTunayNaLalake
  • 11. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND FEATURE-BASED CATEGORIES: A DEFINING VIEW • Introduce the idea of the EXEMPLARS A SYNTHESIS: COMBINING FEATURE-BASED AND PROTOTYPE THEORIES THEORY-BASED VIEW OF CATEGORIZATION THEORIES ON CONCEPT ORGANIZATION PROTOTYPE THEORY: A CHARACTERISTIC VIEW “CORE” – Defining features that item must have • Prototype – Characteristics typical of examples
  • 12. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND 2) SEMANTIC-NETWORK MODELS
  • 13. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MINDCOLLINS & QUILLIAN’S MODEL Has skin Breathes Eats Animal Salmon Has fins swim Has gills Is pink Is edible Dog Lays eggs upstream Has fur 1969 Has spots barks 4 legs Fish Black & white Dalmatian Skinny tail
  • 14. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND COLLINS & LOFTUS 1975 Goldie fish swims 4 legs fur poodle pet mutt Lucy dog
  • 15. 1) ORGANIZATION OF DECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND 3) SCHEMATIC REPRESENTATIONS * S C H E M A * S C R I P T S • A structure that describes appropriate sequences of events in a particular context • Scripts include default values for the actors, the props, the setting, and the sequence of events
  • 16. 2) REPRESENTATIONS OF PROCEDURAL KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND 50 peso bill here
  • 17. 2) REPRESENTATIONS OF PROCEDURAL KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND • Consciously think about steps to complete task COGNITIVE STAGE ACQUISITION OF PROCEDURAL KNOWLEDGE ASSOCIATIV E STAGE • Skill has • Practice the procedure become automatic AUTONOMO US STAGE
  • 18. 2) REPRESENTATIONS OF PROCEDURAL KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND NONDECLARATIVE KNOWLEDGE • Procedural knowledge • Associative conditioning • Simple nonassociative knowledge • Priming
  • 19. 2) REPRESENTATIONS OF PROCEDURAL KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND NON-DECLARAT IVE ( IMP L ICI T ) Procedural Priming Simple Nonassociative (Skills & Habits) Emotional Skeletal Responses Musculature Striatum Neocortex Amygdala Cerebellum Reflexes Pathways
  • 20. 2) REPRESENTATIONS OF PROCEDURAL KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND NONDECLARATIVE KNOWLEDGE • Procedural knowledge • Associative conditioning • Simple nonassociative knowledge • Priming SEMANTIC PRIMING REPETITION PRIMING
  • 21. 3) INTEGRATIVE MODELS FOR REPRESENTING DECLARATIVE AND NONDECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND Combining Representations: ACT-R (Anderson) – Adaptive control of thought model of knowledge representation and information processing – A model of information processing that integrates a network representation for declarative knowledge and a production-system representation for procedural knowledge – Declarative network includes storing and retrieving of information; Procedural system implements the processes of proceduralization (automatization)
  • 22. 3) INTEGRATIVE MODELS FOR REPRESENTING DECLARATIVE AND NONDECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND CONNECTIONIST MODEL  Parallel Processing  Parallel Distributed Processing (PDP) Models
  • 23. 3) INTEGRATIVE MODELS FOR REPRESENTING DECLARATIVE AND NONDECLARATIVE KNOWLEDGE ORGANIZATION OF KNOWLEDGE IN MIND DOMAIN GENERAL VS. DOMAIN SPECIFIC SYSTEMS How domain general or domain specific is cognition?

Editor's Notes

  1. BENG BENG MONSTER, FUZZY CONCEPTS EX = POGI #HUGOT
  2. BENG BENG MONSTER, FUZZY CONCEPTS EX = POGI #HUGOT
  3. BENG BENG MONSTER, FUZZY CONCEPTS EX = POGI #HUGOT
  4. BENG BENG MONSTER, FUZZY CONCEPTS EX = POGI #HUGOT
  5. BENG BENG MONSTER, FUZZY CONCEPTS EX = POGI #HUGOT
  6. BENG BENG MONSTER, FUZZY CONCEPTS EX = POGI #HUGOT