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General Knowledge

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Title: General Knowledge


1
General Knowledge
  • Introduction
  • Structure of Semantic Memory
  • Background
  • Feature Comparison Model
  • Prototype Approach
  • Exemplar Approach
  • Network Models
  • Schemas Scripts
  • Background
  • Recall of Scripts
  • Schemas Memory Selection
  • Schemas Boundary Extension
  • Schemas Memory Abstraction
  • Schemas Memory Inferences
  • Schemas Integration in Memory
  • Conclusions

2
Semantic Memory
  • General Conceptual Knowledge
  • Lexical Knowledge (e.g., apple and )
  • Organized - (e.g., pencil related to pen
    think of apple ---- banana
  • Categories and Concepts
  • Category - a class of objects that belong
    together (e.g., variety of objects fruits or
    apple)
  • Concept - mental representation of a category

3
  • Concepts allow us to make inferences when we
    encounter new instances (e.g. read chair)
  • Natural concepts vs. Artifacts
  • Questions
  • Organization and Structure?
  • Storage?
  • Inferences?
  • Cognitive Economy?
  • Relatedness and Similarity?

4
Feature Comparison Models
  • Concepts list of features or attributes (e.g.,
    Smith, Shoben, and Rips 1974)
  • Defining vs. Characteristic Features
  • Decision Process - 2 Stages
  • Stage 1 global comparison
  • Stage 2 compare defining features
  • Research
  • Typicality Effect
  • Category Size Effect (faster RTs for membership
    in small category) NOT explained
  • Other Problems

5
Feature Comparison Model
6
The Sentence Verification Technique
  • For each of the items below, answer as quickly
    as possible either true or false.
  • A poodle is a dog.
  • A squirrel is an animal.
  • A flower is a rock.
  • A carrot is a vegetable.
  • A mango is a fruit.
  • A petunia is a tree.
  • A robin is a bird.
  • A rutabaga is a vegetable.

7
Comparison Decision in Feature Comparison Model
8
Prototype Approach
  • Classical View vs. Protoype
  • Rosch
  • Idealized version of category (example)
  • Graded membership - not all memebers

9
Bachelor Unmarried, male
  • But which of the following are really bachelors?
  • My 32-year old cousin, John, who works at a bank
    in Chicago
  • My 6 month old son Tim
  • An elderly Catholic Priest

10
Characteristics of Prototypes
  • Prototypes are supplied as examples of a
    category.
  • Prototypes serve as reference points.
  • Prototypes are judged more quickly after priming.
  • Prototypes can substitute for a category name in
    a sentence.
  • Prototypes share common attributes in a family
    resemblance category.
  • No one attribute shared by all members
  • In / out phenomenon

11
Mervis, Catlin, Rosch (1976)
  • Group 1 generated examples for 8 different
    categories
  • Birds? robin, sparrow
  • Fruits?
  • Sports?
  • Etc.
  • Group 2 provided prototype ratings (low to high)
    for each example
  • e.g., sparrow 7 - high
  • penguin 2 - low
  • Strong correlation between frequency and rating
  • Typicality Effect

12
Demonstration 7.2 Prototypes as Reference Points
13
Lexical Decision Task
The following items Decide whether each item is
a word (yes) or not a word (no). Respond by
pressing the yes button or the no button
apple
table
tadjld
mountain
pudor
14
What Is a Priming Effect?
Lexical Decision Task
doctor
Y/N
450 ms
15
Prototype Priming Effect
Robin
Penguin
550 ms.
670 ms.
Bird
Bird
Robin 480 ms.
Penguin 660 ms.
16
Demo 7.3 Substituting Prototypes Nonprototypes
17
  • Group 1 Prototype Ratings
  • e.g., vehicles car, truck, tractor, sled
  • vegetable carrots, beets, eggplant
  • clothing shirt, sweater, vest
  • Group 2 List attributes possessed by each
    item
  • e.g., car wheels, steering wheel, doors,
    etc.
  • Score What proportion of an items attributes
    were shared by other category members
  • Strong correlation between score and prototype
    rating.

18
Prototype Ratings for Words in Three Categories
19
Levels of Categorization
  • Superordinate level
  • Basic-level
  • Subordinate level
  • Basic-level names are used to identify objects
  • Members of basic-level categories have more
    attributes in common
  • Basic-level names produce the priming effect
  • Experts use subordinate categories differently

20
Carrot
Vegetable
Same / Different
Same / Different
Priming Effect
No Priming Effect
21
(No Transcript)
22
Exemplar Approach
  • Store specific instances or examples (exemplars)
  • Decision process comparison of new item to
    stored exemplars.
  • Comparison to prototype approach
  • Absence of features -- (characteristic vs.
    defining)

23
Picture of Dog
24
Exemplar Approach
  • No abstraction - no summary representation.
  • Storage requirements.
  • May be more suitable for smaller categories.
  • Evidence from Social Psychology - stereotypes
  • Individual differences
  • Co-existence prototypes and exemplars
  • Strategic differences
  • Explaining concept learning!

25
Network Models
  • Semantic networks
  • (concepts and connections ---- nodes and links)
  • Collins Loftus
  • Node concept
  • Link relation or connection
  • Spreading activation
  • Sentence verification ---- intersections
  • Explaining Typicality Effect
  • Andersons ACT Theory

26
Example of a network structure
27
Portion of Semantic Net
28
Activation Spread
29
Hierarchical Network Structure
30
Levels Effect
31
Anderson
  • ACT Adaptive Control of Thought
  • Declarative vs. Procedural Knowledge
  • Propositional Networks
  • Proposition - the smallest unit of knowledge with
    a truth value
  • Proposition node link
  • Working Memory - active part of Long Term Memory

32
Susan gave a white cat to
Susan gave a white cat to Maria, who is the
president of the club.
1. Susan gave a cat to Maria.
2. The cat was white.
3. Maria is the president of the club.
33
Propositional Network for Susan Gave
34
Partial Representation of a Cat in Memory
35
Schemas
  • Larger cognitive units
  • Packages of interrelated units
  • Used to interpret, encode, understand, and
    remember new instances
  • Provide expectations about what should occur (top
    - down)
  • Default values / parts - filled in when schema
    activated
  • Sometimes - errors

36
When Lisa was on her way back from the store
with the balloon, she fell and the balloon
floated away.
37
Scripts
  • Simple, well- structured sequence of events
    associated with a highly familiar activity
  • Schema vs. script
  • Recall of scripts
  • Different from conceptual categories (Barsalow
    Sewell, 1985)
  • Script Identification - early vs. late (Trafimow
    and Wyer, 1993)
  • Appreciating the similarity of scripts

38
Trafimow Wyer (1993)
  • 4 different scripts
  • Photocopying a piece of paper
  • Cashing a check
  • Making tea
  • Taking the subway
  • Irrelevant details added (e.g., taking candy out
    of pocket)
  • Script - identification information presented
    first or last
  • Filler
  • Recall of script - related events
  • 23 vs. 10
  • (script identified first) (script identified
    last)

39
Demo 7.5 Nature of Scripts
40
Picture of Room
41
Schemas and Memory Selection
  • Remember best info consistent with schema or
    inconsistent
  • Brewer Treyons (1981)
  • Rojahn Pettigrew (1992)
  • Incidental vs. Intentional learning

42
Schemas and Boundary Extension
43
Schemas and Memory Abstraction
  • Abstraction
  • Verbatim vs. Gist
  • Constructive Approach
  • Bransford Franks (1971)
  • Holmes Colleagues (1998)
  • Pragmatic Approach
  • Murphy Shapiro (1994)
  • Attention Allocation / Control
  • C P compatible

44
Demo 7.7 Contructive Memory
45
Constructive Memory part 2
46
Murphy Shapiro (1994)
47
Schemas and Inferences in Memory
  • Bartlett (1932)
  • Ebb vs. Bartlett
  • Interaction of prior knowledge and experience and
    formation of new memories
  • War of the Ghosts story
  • Initial vs. Delayed Recall
  • Bransford, et al (1972)
  • Implications - e.g., advertising

48
Schemas and Integration in Memory
  • Final process in memory formation
  • Result of selection, abstraction, and inference
  • Important!!
  • Integration and Delayed Recall
  • Integration and Limited Memory Capacity
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