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