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Download e-book for iPad: 58.Speech and Audio Processing by John G. Webster (Editor)

By John G. Webster (Editor)

ISBN-10: 0792344987

ISBN-13: 9780792344988

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Unimodal regression. For unimodal regression or function approximation, the components of the output vectors are continuous variables. The NN parameters are estimated to minimize some predefined error criterion—for example, maximize N the likelihood of the output data P(D,w) ϭ ⌸ nϭ1 P(tn͉xn, w). When the distribution of the errors between the desired target and the estimated output vectors is assumed to be a single Gaussian with zero mean and a fixed global data-dependent variance, the likelihood criterion reduces to the convenient Euclidean distance measure between the desired and the estimated output vectors or the squared-error function: E= ( y k (xx n ; w ) − tnk )2 N (10) K which has to be minimized during training.

Adams III, D. P. Agrawal, and H. J. , 20 (6): 14–27, 1987. -M. -P. Wu, A fault-tolerant routing strategy in hypercube multicomputers, IEEE Trans. , C-45: 143–154, 1996. M. Jeng and H. J. Siegel, Design and analysis of dynamic redundancy networks, IEEE Trans. , C-37: 1019–1029, 1988. V. P. Kumar and S. M. , 20 (6): 30–40, 1987. R. J. McMillen and H. J. Siegel, Routing schemes for the augmented data manipulator network in an MIMD system, IEEE Trans. , C-31: 1202–1214, 1982. K. Padmanabhan and D. H.

A specific output port of a switch) in order to transfer a message from a source to a destination is termed routing. Routing can either be done through a centralized net- A C E B D F Switch 1 Switch 2 A C B D Switch 1 (a) F Switch 2 (b) = blocked header flit E INTERCONNECTION NETWORKS FOR PARALLEL COMPUTERS 0 1 6 2 2 3 4 7 3 5 4 6 7 (a) 8 0 5 2 (b) Figure 9. (a) XY routing in a mesh with N ϭ 9, (b) e-cube routing in a hypercube with N ϭ 8. Messages are routed in a dimension-ordered fashion. work controller, or, as it is most often the case, decentralized in the individual network switches.

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58.Speech and Audio Processing by John G. Webster (Editor)


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