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2236 week ten
| Term | Definition |
|---|---|
| concepts associative learning | contiguity (aristotle's principle) contingency (predictability) |
| contiguity (aristotle's principle) | two events are associated if they occur close together in time or space necessary for learning not sufficient |
| delay/trace conditioning | supports necessity |
| simultaneous/backward conditioning + blocking | contiguity alone doesn't guarantee learning |
| contigency (predictability) | degree to which the CS predicts the US |
| rescorla: p(us/cs) > p(us/no cs) | -> learning happens |
| levels of contingency | positive, zero and negative |
| positive | CS predicts US -> excitatory conditioning |
| zero | CS does not predict US -> no learning |
| negative | CS predicts absence of US -> inhibitory conditioning |
| Rescorla classic experiment | test whether contingency not just contiguity determines learning |
| Tones (CS) and shocks (US) | all rats had same cs-us pairing rate (0.4) shock probability without tone varied |
| stronger learning when was unique predictor of shock | learning depends on predictive value of CS, not just frequency |
| Rescorla Wagner Model | change in associative strength salience of cs salience of us actual outcome (maximum associative strength) expected outcome (sum of current associative strengths) |
| learning | driven by prediction error |
| big surprise | more learning |
| no surprise | no learning |
| asymptote | learning levels off as CS fully predicts US |
| RW model | acquisition, blocking, extinction, conditioned inhibition and overexpectation |
| acquisition | learning occurs fastest early, then slows |
| blocking | prior learning blocks new CS from gaining strength |
| extinction | when CS occurs without CS, association weakens |
| conditioned inhibition | CS predicts absence of US |
| overexpectation | combined CSs over predict US -> both weakened |
| neural | dopamine and prediction error |
| dopamine neurons respond | to reward prediction errors |
| unexpected reward | spike in firing |
| expected reward | no spike |
| expected but absent reward | dip in firing |
| attentional theories | focus on attention to CS if CS is uninformative, attention to it drops -> slow learning explains latent inhibition (pre exposure effect) which R-W cannot |
| comparator theories | focus on performance not learning per trial emphasise the context and comparison between CS and background cues |
| blocking | performance issue, not a learning failiure |
| can explain unblocking | learning masked by stronger CS |
| contiguity | necessary, not sufficient |
| contingency | critical - learning depends on how well CS predicts US |
| prediction error | learning happens when there's a mismatch between expected and actual outcomes |
| rescorla wagner | powerful model for quantifying learning, but has limitations |
| alternative theories | emphasise attention (CS effectiveness) and performance (Comparator) |