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TY - GEN
ID - cogprints763
UR - http://cogprints.org/763/
A1 - Phillips, S.
A1 - Halford, G. S.
Y1 - 1997///
N2 - At root, the systematicity debate over classical versus connectionist explanations for cognitive architecture turns on quantifying the degree to which human cognition is systematic. We introduce into the debate recent psychological data that provides strong support for the purely structure-based generalizations claimed by Fodor and Pylyshyn (1988). We then show, via simulation, that two widely used connectionist models (feedforward and simple recurrent networks) do not capture the same degree of generalization as human subjects. However, we show that this limitation is overcome by tensor networks that support relational processing.
PB - Lawrence Erlbaum Associates, Marwah, New Jersey
KW - systematicity
KW - connectionism
KW - classicism
KW - relational schema
KW - feedforward network
KW - recurrent network
KW - learning transfer
KW - schema induction
TI - Systematicity: Psychological evidence with connectionist implications
SP - 614
AV - public
EP - 619
ER -