By Esteban Tlelo-Cuautle

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1987). On the Possible Existence of a Strange Attractor for the Southern Oscillation, Beitr Physical Atmosphere, Vol. 60, No. 1, pp. 34-47, ISSN 0005-8173. Hopfield, J. J. (1982). Neural Networks and Physical Systems with Emergent Collective Computational Abilities, Proceedings of the National Academy of Sciences of the USA, Vol. 79, No. 8, pp. 2554-2558,ISSN 0027-8424. Hopfield, J. , Feinstein D. I. and Palmers, R. G. (1983). Unlearning Has a Stabilizing Effect in Collective Memories, Nature, Vol.

Finally, MSE NN displays the mean squared error of the nearest neighbor predictor on the relevant interval. 79e-11 Table 2. Each row relates to observations Xt for which the LLE belongs to λˆ t range. ρ is the selection success ratio (1=100%). n succ and n f ail are the number of predictions for which the colinear selector selects correctly and incorrectly, respectively. MSE c and MSE NN are as deﬁned in (4) and (5). MSE c | succ and MSE c | f ail correspond to MSE c restricted to the previously deﬁned n succ and n f ail observations, respectively.

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