Declarative Memory Flashcards
parallel distributed processing’ (PDP) model
Knowledge is represented in the distributed pattern of activity of many units (or ‘nodes’)
Weights
(values between 0 and 1) at each of the many connections determine how signals sent from a given unit will either increase or decrease the activity of the next unit when transmitted through that particular connection
PDP models
conceptual in many ways, yet the fact that the essential ‘pieces’ look/work a whole lot like how we understand neurons look/work means it has a biologically plausible form that we could consider a sort of ‘neural network’
The way PDP models operate has some similarity to how
repeated firing of connected neurons can strengthen those connections (long-term potentiation, LTP: ‘Neurons that fire together wire together’: Donald Hebb)
Can also relate PDP models to
ling term depression models
relate long-term depression (LTD
) to these models, in which repeated firing can also (depending on how everything is connected) selectively weaken connections
PDP networks consist of 3 ‘layers’ of units
Input units, hidden units, output units
input units (and e.g.)
activated by stimulation from the environment (e.g. retinal activity when viewing pictures of faces during an experiment
Hidden units (and example)
receive signals from input units feature detectors in visual cortex that receive signals from the retina, neurons involved in perceptual judgments and decisions making
output units (and e.g.)
receive signals from hidden units(e.g. neurons involved in delivering the response provided by the person making the judgment
rogers et al 2004 and PDP
programmed simulated ‘lesions’ into the system to see how disabling/compromising a random assortment of units affects the output
rogers et al 2004 found
the errors made by the compromised system were qualitatively similar to those shown by patents with semantic dementia
not a must but
could
PDP models demonstrate
Graceful adaptation
graceful degradation,
which means selectively damaging certain units doesn’t necessarily result in a complete breakdown of the whole system