TY  - GEN
ID  - cogprints1904
UR  - http://cogprints.org/1904/
A1  - Browne, Antony
TI  - Representation and Extrapolation in Multi-Layer Perceptrons
Y1  - 2001/10//
N2  - To give an adequate explanation of cognition and perform certain practical tasks connectionist systems must be able to extrapolate. This work has explored the relationship between input representation and extrapolation, using simulations of multi-layer perceptrons trained to model the identity function. It has been discovered that representation has a marked effect on extrapolation. 
AV  - public
KW  - Extrapolation
KW  -  distributed representation
KW  -  localist representation
KW  -  identity task
KW  -  circular convolution.
ER  -

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