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Category Representation in
Young Infants
COGS 535: Cognitive Development METU,
fall term 2015
Sinan Onur Altınuç
Contents of Presentation
What Are Categories? (Why do we need them?)
Philosophical views on category representation
Category Representation in Young Infants
Categorization in Infants. (Do they categorize / How do we measure it?)
Information Used to Form Category Representations
Category Formation vs Category Possession (Online processing/ Previous knowledge)
Order of Emergence
Not just for objects. (Spatial and other abstract categorizations)
What are Categories ?
and Why do we need them?
Which Painting Has more Information Content/Why?
Composition VII, Wassily Kandinsky Scuola di Atene(School of Athens), Raffaello
Sanzio
Why do we need categories?
World without categories:
What if every entity was unlike any
other?
All representations are new.
World with categories:
Category Representations.
Intellectual functioning is possible.
Making sense of the world through
inter-connected category
representations.
Philosophical Background
Definition Theory: Categories are represented
with some necessary and sufficient list of
attributes.
Bird:
Has feather
Has wings
Can fly????
Philosophical Background
Wittgenstein
Family Resemblance Theory (1953):
Things which could be thought to be connected
by one essential common feature may in fact be
connected by a series of overlapping similarities,
where no one feature is common to all.
Sluga H., Family Resemlance, Grazer Philosophische Studien 71
(2006)
*Image from Anime Fullmetal Alchemist Brotherhood
Philosophical Background
Rosh, Prototype Theory (1978):
Some members of a category are more central
than others.
Furniture? Chair vs Stool
Central members (or their properties determine
the category)
Category Representation in
Young Infants
Based on Paul C. Quinn’s paper (2000)
Categorization in Infants
Infants prefer novel stimuli
Novel inputs from Novel and Familiar categories
Measured in looking time
Assumption: Infants look at more in novel stimuli
Young infants are capable of representing
variety of complex object categories
Significant to adult humans
Animals, Furnitures
Both general (animal/mammal) and special levels
Leonardo Da Vinci’s flying Machine
Information Used to Form Category Representations
How do infants form category representations?
Identify the cues:
Form the category when the cue is present
Not form the category then the information is
not present
Experiments
Distinguish cat and dog categories.
(Quinn & Eimas, 1996)
Considerable perceptual overlap
Cats vs Dogs:
Distinguish when full bodies are presented
Distinguish if only head is presented
Can’t distinguish if only body is presented.
Swapped heads and bodies
*Image is from the reference paper Quinn & Eimas, 1996
Experiment Result
Head information provides necessary and sufficient information.
Limitations:
Real world movement patterns
Sound information
Cats vs birds/ humans… other cues?
Category Formation vs Category Possession
In Infants are category representations:
Online or?
Based on previous experience
Experimental Tasks:
Infants are presumed to construct more CR as more and more examplars from
familiar categories are presented. (Mareschal,French, & Quinn, 2000)
Age: With age, more likely to tap their own knowledge.
Difficult
Experiment Mammal vs Furniture
Not likely to observe elephants and
hippopotamuses how do they categorise them?
They rely on solely perceptual processing ?
Picture books, stories
generic furnitures
Unfamiliar animals are more like familiar
animals
Even in such cases infants may rely on pre-
existing information
Order of Emergence
Different Levels of inclusiveness /
hierarchy organized systems
Global(Superordinate)level:
Mammals
Intermediate Level: Cat
Specific(Subordinate Level): Siamese Cat
Conventional Wisdom:
Basic level -> Group together
Experimental Evidence:
Not Just for Objects
Category representations for more abstract
things
Spatial representations
3 and 10 months
Above/below , left/right
First for specific objects (a under b)
Later more abstract representations
Experience objects in organized spatial
arrangements
Implications
Informational enrichment
Develop categories by encountering
Observable static and dynamic attributes can be
detected from exemplars
Young infants correctly parse much of the world
This underlies the process of knowledge acquisition
Mix of an online learning vs previously acquired
knowledge?
Later Work (Quinn, et al., 2009)
Head information was necessary and sufficient
Could it arise from preexisting bias mechanism
Attention to head
Or is it because the head is the most diagnostic part.
Head feature flexibly created in online learning
Eye Tracker
Allows micro analyses
Howmuch fixation is on the image
Head Bias
If head bias is pre existing
(by their previous
knowledge) It should be
observed in all stages
Also during familiarization
also
If babies are learning online
they would learn to fixate
more on head
This should develop in
familiarization
Experiment 1
Randomly into groups
Familiarized with cats or dogs
Shown novel stimuli
Part 1 (Looking Time)
Familiarization, Overall Looking time measured (Habituation)
Preference Test Trials, Novel category preference calculated
from looking time.
Part 2 (Eye fixation)
Familiarization, Head vs body fixation *Image is from the reference paper Quinn, et al., 2009
Part 1 (Looking Time)
Familiarization, Overall Looking time measured
No reliable decrement in looking time from
first and second half
They don't consistently habituate when many
different examples are presented
Preference Test Trials, Novel category
preference calculated from looking time.
Novel category score %63.62
reliably above chance p<0.2
Not dependent on weather they were
familiarized with cats or dogs p>0.2
Part 2 (Head vs body fixation)
Familiarization, Head vs body fixation
Half of fixations on image
No significant change in 1st and 2nd half
Head looked %45.48 of the time
%17 of surface
Preference Test Trials, Novel category
preference calculated from head vs body
fixations.
Only novel category head was reliably
different from chance
Indicates pre existing biasing mechanism!
Experiment 2
Is Head bias because of high contrast of internal
features
If infants are attending because of face bias: They
won’t attend inverted ones
Like Experiment 1 but all images are inverted
Part 1 (Looking Time)
Familiarization: Again no difference between
first and second half
Preference Test (Novel category): They attended novel stim.
above chance %59.56, p<0.1. Again not dependent of previous
familiarization p >0.2
They could categorize with inverted stimuli!
Part 2 (Head and Body Fixations)
Familiarization: %40 of fixations were on
stimulus. fixations were not significantly to the
head (to size)
Preference Test (Novel category): Did not significantly look at
head more
The cause is not contrast!
General Discussion
Infants use head information to categorize cats vs dogs
Infants use preexisting knowledge
Preexisting does not imply innate, it means previously have the knowledge. (maybe inante)
Possibly Head bias reflects core mechanism that orients infant attention to the
face
But in upright heads
Head bias is not because of its the highest part (other studies)
Bias could broadly assist infants conceptual development
Eye tracking
Future work:
Eye fixation with heart rate deceleration (focused attention)
Eye fixation with computational modelling
Eye tracking with event related potentials.
References
1. Quinn, Paul C. "Category representation in young infants." Current Directions
in Psychological Science 11.2 (2002): 66-70.
2. Quinn, Paul C., et al. "Time course of visual attention in infant categorization
of cats versus dogs: Evidence for a head bias as revealed through eye
tracking." Child development 80.1 (2009): 151-161.
3. Sluga H., Family Resemlance, Grazer Philosophische Studien 71 (2006)
4. https://en.wikipedia.org/wiki/Prototype_theory
5. Google image search
Category Representation in
Young Infants
Sinan Onur Altınuç

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Category Representation in Young Infants

  • 1. Category Representation in Young Infants COGS 535: Cognitive Development METU, fall term 2015 Sinan Onur Altınuç
  • 2. Contents of Presentation What Are Categories? (Why do we need them?) Philosophical views on category representation Category Representation in Young Infants Categorization in Infants. (Do they categorize / How do we measure it?) Information Used to Form Category Representations Category Formation vs Category Possession (Online processing/ Previous knowledge) Order of Emergence Not just for objects. (Spatial and other abstract categorizations)
  • 3. What are Categories ? and Why do we need them?
  • 4. Which Painting Has more Information Content/Why? Composition VII, Wassily Kandinsky Scuola di Atene(School of Athens), Raffaello Sanzio
  • 5. Why do we need categories? World without categories: What if every entity was unlike any other? All representations are new. World with categories: Category Representations. Intellectual functioning is possible. Making sense of the world through inter-connected category representations.
  • 6. Philosophical Background Definition Theory: Categories are represented with some necessary and sufficient list of attributes. Bird: Has feather Has wings Can fly????
  • 7. Philosophical Background Wittgenstein Family Resemblance Theory (1953): Things which could be thought to be connected by one essential common feature may in fact be connected by a series of overlapping similarities, where no one feature is common to all. Sluga H., Family Resemlance, Grazer Philosophische Studien 71 (2006) *Image from Anime Fullmetal Alchemist Brotherhood
  • 8. Philosophical Background Rosh, Prototype Theory (1978): Some members of a category are more central than others. Furniture? Chair vs Stool Central members (or their properties determine the category)
  • 9. Category Representation in Young Infants Based on Paul C. Quinn’s paper (2000)
  • 10. Categorization in Infants Infants prefer novel stimuli Novel inputs from Novel and Familiar categories Measured in looking time Assumption: Infants look at more in novel stimuli Young infants are capable of representing variety of complex object categories Significant to adult humans Animals, Furnitures Both general (animal/mammal) and special levels Leonardo Da Vinci’s flying Machine
  • 11. Information Used to Form Category Representations How do infants form category representations? Identify the cues: Form the category when the cue is present Not form the category then the information is not present
  • 12. Experiments Distinguish cat and dog categories. (Quinn & Eimas, 1996) Considerable perceptual overlap Cats vs Dogs: Distinguish when full bodies are presented Distinguish if only head is presented Can’t distinguish if only body is presented. Swapped heads and bodies *Image is from the reference paper Quinn & Eimas, 1996
  • 13. Experiment Result Head information provides necessary and sufficient information. Limitations: Real world movement patterns Sound information Cats vs birds/ humans… other cues?
  • 14. Category Formation vs Category Possession In Infants are category representations: Online or? Based on previous experience Experimental Tasks: Infants are presumed to construct more CR as more and more examplars from familiar categories are presented. (Mareschal,French, & Quinn, 2000) Age: With age, more likely to tap their own knowledge. Difficult
  • 15. Experiment Mammal vs Furniture Not likely to observe elephants and hippopotamuses how do they categorise them? They rely on solely perceptual processing ? Picture books, stories generic furnitures Unfamiliar animals are more like familiar animals Even in such cases infants may rely on pre- existing information
  • 16. Order of Emergence Different Levels of inclusiveness / hierarchy organized systems Global(Superordinate)level: Mammals Intermediate Level: Cat Specific(Subordinate Level): Siamese Cat Conventional Wisdom: Basic level -> Group together Experimental Evidence:
  • 17. Not Just for Objects Category representations for more abstract things Spatial representations 3 and 10 months Above/below , left/right First for specific objects (a under b) Later more abstract representations Experience objects in organized spatial arrangements
  • 18. Implications Informational enrichment Develop categories by encountering Observable static and dynamic attributes can be detected from exemplars Young infants correctly parse much of the world This underlies the process of knowledge acquisition Mix of an online learning vs previously acquired knowledge?
  • 19. Later Work (Quinn, et al., 2009) Head information was necessary and sufficient Could it arise from preexisting bias mechanism Attention to head Or is it because the head is the most diagnostic part. Head feature flexibly created in online learning Eye Tracker Allows micro analyses Howmuch fixation is on the image
  • 20. Head Bias If head bias is pre existing (by their previous knowledge) It should be observed in all stages Also during familiarization also If babies are learning online they would learn to fixate more on head This should develop in familiarization
  • 21. Experiment 1 Randomly into groups Familiarized with cats or dogs Shown novel stimuli Part 1 (Looking Time) Familiarization, Overall Looking time measured (Habituation) Preference Test Trials, Novel category preference calculated from looking time. Part 2 (Eye fixation) Familiarization, Head vs body fixation *Image is from the reference paper Quinn, et al., 2009
  • 22. Part 1 (Looking Time) Familiarization, Overall Looking time measured No reliable decrement in looking time from first and second half They don't consistently habituate when many different examples are presented Preference Test Trials, Novel category preference calculated from looking time. Novel category score %63.62 reliably above chance p<0.2 Not dependent on weather they were familiarized with cats or dogs p>0.2
  • 23. Part 2 (Head vs body fixation) Familiarization, Head vs body fixation Half of fixations on image No significant change in 1st and 2nd half Head looked %45.48 of the time %17 of surface Preference Test Trials, Novel category preference calculated from head vs body fixations. Only novel category head was reliably different from chance Indicates pre existing biasing mechanism!
  • 24. Experiment 2 Is Head bias because of high contrast of internal features If infants are attending because of face bias: They won’t attend inverted ones Like Experiment 1 but all images are inverted
  • 25. Part 1 (Looking Time) Familiarization: Again no difference between first and second half Preference Test (Novel category): They attended novel stim. above chance %59.56, p<0.1. Again not dependent of previous familiarization p >0.2 They could categorize with inverted stimuli! Part 2 (Head and Body Fixations) Familiarization: %40 of fixations were on stimulus. fixations were not significantly to the head (to size) Preference Test (Novel category): Did not significantly look at head more The cause is not contrast!
  • 26. General Discussion Infants use head information to categorize cats vs dogs Infants use preexisting knowledge Preexisting does not imply innate, it means previously have the knowledge. (maybe inante) Possibly Head bias reflects core mechanism that orients infant attention to the face But in upright heads Head bias is not because of its the highest part (other studies) Bias could broadly assist infants conceptual development
  • 27. Eye tracking Future work: Eye fixation with heart rate deceleration (focused attention) Eye fixation with computational modelling Eye tracking with event related potentials.
  • 28. References 1. Quinn, Paul C. "Category representation in young infants." Current Directions in Psychological Science 11.2 (2002): 66-70. 2. Quinn, Paul C., et al. "Time course of visual attention in infant categorization of cats versus dogs: Evidence for a head bias as revealed through eye tracking." Child development 80.1 (2009): 151-161. 3. Sluga H., Family Resemlance, Grazer Philosophische Studien 71 (2006) 4. https://en.wikipedia.org/wiki/Prototype_theory 5. Google image search
  • 29. Category Representation in Young Infants Sinan Onur Altınuç

Editor's Notes

  1. How often conventional wisdom is wrong Call all animals dog then learn to seperate
  2. Imagine yourself flying in space