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have used these ndings to extend animal models to human motivations and personality (Gray, 1982, 1987; Mason, 1984; Panksepp, 1982; Soubri , 1986; Stein, 1978). Top-down theorists have drawn on these ndings from the comparative research but have attempted to reconcile them with the relevant research on humans, including clinical and personality studies (Cloninger, Svrakic, & Prszybeck, 1993; Depue & Collins, 1999; Netter, Hennig, & Roed, 1996; Rammsayer, 1998; Zuckerman, 1991, 1995). The problem with building a bridge from two banks is to make it meet in the middle. With these caveats let us rst examine the case for extraversion. The primary monoamines in the brain are norepinephrine, dopamine, and serotonin. The rst two are labeled catecholamines because of the similarities in their structures. Serotonin is an indoleamine. These are not independent neurotransmitter systems because activity in one may affect activity in another. Serotonin, for example, may have antagonistic effects on the catecholamines. These kinds of interaction must be kept in mind because most studies relate one neurotransmitter to one personality trait. Some models suggest that this kind of isomorphism of trait and transmitter is the rule. This is a new kind of phrenology based on biochemistry rather than bumps on the head. To understand the human research one needs to know the pathways of biosynthesis and catabolism (breakdown) of the monoamines because some experiments block the precursors of the transmitter to see its effect on behavior and most use metabolite products of the catabolism to gauge activity in the systems. Figure 4.2 is a simpli ed diagram showing the

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where P is the pressure inside the vessel, r is the radius at pressure, and r0 is the radius at zero pressure [Armentano et al., 1991]. (j) Vessel compliance is calculated as follows: (D2 D1 ) D2 1000 compliance = (P2 P1 ) where D1 and D2 are the vessel diameters at pressures P1 and P2 , respectively. The value obtained when calculating compliance is % per 100 mmHg [Nichols and O Rourke, 1998].

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criterion to update fuzzy rules Evolving fuzzy neural networks (EFuNNs) [23] use the difference between two membership vectors to update the fuzzy rules Dynamic evolving neural fuzzy inference system (DENFIS) [24], self-constructing neural fuzzy inference network (SONFIN) [20], and the recurrent self-organizing neural fuzzy inference network (RSONFIN) [21] use the distance to update the fuzzy rules The Evolving Takagi-Sugeno model (ETS) [2] uses potential to update fuzzy rules The Takagi-Sugeno inference algorithm in [25] considers input and output data to update the rules In order to extract fuzzy rules in a growing fashion from a large numerical database, some self-constructing fuzzy networks are presented In [2] they form new focals of fuzzy rules based on data density, which is calculated recursively (online), and considers whether a new piece of data, which is accepted as a focal point of a new rule, is too close to a previously existing rule.

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Then the old rule is replaced by the new one, and the selfconstructing neural fuzzy networks can be used for online learning The dynamic fuzzy neural network (DFNN) [39] approach is shown to provide good results The error reduction ratio of each radial basis function neuron is used to decide which radial basis function neurons are important to the network The less important radial basis function neuron may be deleted The general dynamic fuzzy neural network (GDFNN) proposed in [40] tries to give reasonable explanations for some prede ned training parameters in DFNN These explanations, however, depend on the number of total training data The self-organizing fuzzy neural network (SOFNN) [27] approach proposes a pruning method devised from the optimal brain surgeon (OBS) approach [14] The basic idea of the SOFNN is to use the second derivative information to nd the unimportant neuron.

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The simpli ed method for learning evolving Takagi-Sugeno fuzzy models (simpl_eTS) given in [3] monitors the population of each cluster, and if it amounts to less than 1% of the total data samples at that moment, the cluster is ignored by removing the rule (respectively, neuron) from the rule-based (network) and reducing the size of the covariance matrix On the other hand, the stability of fuzzy neural networks is important for online training, and the self-constructing neural fuzzy networks mentioned above do not guarantee the stability The online training is used in online control It is well known that normal identi cation algorithms (for example, gradient descent and least squares) are stable in ideal conditions In the presence of unmodeled dynamics, they may become unstable.

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