On-line learning in radial basis functions networks

Article English OPEN
Freeman, Jason; Saad, David;
(1997)

An analytic investigation of the average case learning and generalization properties of Radial Basis Function Networks (RBFs) is presented, utilising on-line gradient descent as the learning rule. The analytic method employed allows both the calculation of generalizatio... View more
  • References (19)
    19 references, page 1 of 2

    Amari, S. (1993). Backpropagation and stochastic gradient descent learning. Neurocomputing, 5, 185-196.

    Barber, D., Saad, D., & Sollich, P. (1996). Finite size effects in online learning of multilayer neural networks. Euro. Phys. Lett., 34, 151-156.

    Biehl, M., & Schwarze, H. (1995). Learning by online gradient descent. J. Phys. A: Math. Gen., 28, 643.

    Bishop, C. (1995). Neural networks for pattern recognition. Oxford: Oxford University Press.

    Freeman, J., & Saad, D. (1995a). Learning and generalisation in radial basis function networks. Neural Computation, 7, 1000-1020.

    Freeman, J., & Saad, D. (1995b). Radial basis function networks: Generalization in overrealizable and unrealizable scenarios. Neural Networks, 9, 1521- 1529.

    Hartman, E., Keeler, J., & Kowalski, J. (1990). Layered neural networks with gaussian hidden units as universal approximators. Neural Computation, 2, 210-215.

    Haussler, D. (1994). The probably approximately correct (PAC) and other learning models. In A. Meyrowitz & S. Chipman (Eds.), Foundations of knowledge acquisition: Machine learning (Chap. 9). Boston: Kluwer.

    Hertz, J., Krogh, A., & Palmer, R. (1989). Introduction to the theory of neural computation. Reading, MA: Addison-Wesley.

    Heskes, T., & Kappen, B. (1991). Learning processes in neural networks. Phys. Rev. A., 44, 2718-2726.

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