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 -