Statistical learning Flashcards

1
Q

Regularities

A

-the world has regularities
-features (object/phonological
/categorical/sequential) tend to co-occur across space and time

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2
Q

Statistical learning

A
  • extraction of regularities in how features tend to co-occur over space and time
  • with or without conscious awareness
  • multiple time scales
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3
Q

Segmenting auditory streams

A
  • auditory input is a continuous stream
  • infants have to learn where words start and end
  • statistics of transition
  • high vs low transition probability
  • low transition is where word breaks are
  • unconscious
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4
Q

Saffran- segmenting audio streams

A
  • listen to continuous stream
  • some features co-occur mroe frequently
  • show word and non-word
  • babies pay more attention to novel (non) word
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5
Q

Segmenting other temporal sequences

A
  • visual shapes
  • events in the world
    • people segment sequences into events consistent with transition probabilities
    • people tend to parse events similarly
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6
Q

The brain learns temporal sequences

A
  • monkeys view continuous stream of fractals in the same order
  • then view in random order
  • neurons that preferred one fractal also preferred ones that occurred close to it in time during learning
  • temporal regularities are being coded into the brain by neural firing
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7
Q

Brain learns category feature co-occurance

A
  • computational model of cortical representation
  • storage of probabilistic relation between concepts and their properties
  • might not co-occur together but relate to similar features that co-occur
  • similar perceptual categorization share similar representations in the brain (membership in category is graded)
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8
Q

hippocampus and statistical learning

A
  • damage to hippocampus leads to impaired semantic memory
  • fMRI data:
    • hippocampus engaged by temporal regulation
    • responds to violations of temporal regulation
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