This site has been permanently archived. This is a static copy provided by the University of Southampton.
TY - GEN
ID - cogprints520
UR - http://cogprints.org/520/
A1 - Phillips, S.
Y1 - 1998///
N2 - Human cognition is said to be systematic: cognitive ability generalizes to structurally related behaviours. The connectionist approach to cognitive theorizing has been strongly criticized for its failure to explain systematicity. Demonstrations of generalization notwithstanding, I show that two widely used networks (feedforward and recurrent) do not support systematicity under the condition of local input/output representations. For a connectionist explanation of systematicity, these results leave two choices, either: (1) develop models capable of systematicity under local input/output representations; or (2) justify the choice of similarity-based (nonlocal) component representations sufficient for systematicity.
KW - strong systematicity
KW - connectionism
KW - classicism
KW - feedforward network
KW - recurrent network
KW - tensor network
KW - weight sharing
KW - local representation
KW - compositionality
KW - association
KW - relation
TI - Are feedforward and recurrent networks systematic? Analysis and implications for a connectionist cognitive architecture
SP - 137
AV - public
EP - 160
ER -