title: Generalization in multi-layer networks of Sigma-pi units.
abstract: This paper investigates a method for predicting the generalization error that a multi-layer network of Sigma-pi units will, on average, exhibit. Theoretical values are compared with those obtained by the computer simulation of small networks learning parity and contiguity functions.
authors.affiliation: Dept. of Electr. Eng. and Electron., Brunel Univ., Uxbridge.
authors.forename: W D
authors.initials: WD
authors.lastname: Penny
authors.forename: T J
authors.initials: TJ
authors.lastname: Stonham