Abstract:
:Most models of human and animal learning assume that learning is proportional to the discrepancy between a delivered outcome and the outcome predicted by all cues present during that trial (i.e., total error across a stimulus compound). This total error reduction (TER) view has been implemented in connectionist and artificial neural network models to describe the conditions under which weights between units change. Electrophysiological work has revealed that the activity of dopamine neurons is correlated with the total error signal in models of reward learning. Similar neural mechanisms presumably support fear conditioning, human contingency learning, and other types of learning. Using a computational modeling approach, we compared several TER models of associative learning to an alternative model that rejects the TER assumption in favor of local error reduction (LER), which assumes that learning about each cue is proportional to the discrepancy between the delivered outcome and the outcome predicted by that specific cue on that trial. The LER model provided a better fit to the reviewed data than the TER models. Given the superiority of the LER model with the present data sets, acceptance of TER should be tempered.
journal_name
Neurobiol Learn Memjournal_title
Neurobiology of learning and memoryauthors
Witnauer JE,Urcelay GP,Miller RRdoi
10.1016/j.nlm.2013.07.018subject
Has Abstractpub_date
2014-02-01 00:00:00pages
119-35eissn
1074-7427issn
1095-9564pii
S1074-7427(13)00131-7journal_volume
108pub_type
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