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con rmed that as the percentage of outliers increased, the ability of hierarchical clustering methods to recover the underlying structure decreased Some methods were less affected than others More recent results concerning the effect of outliers on hierarchical methods can be found in Milligan (1989a) and Belbin et al (1992) This more recent research suggests that Ward s (1963) method may not be as seriously affected by the presence of outliers as rst suspected Similarly, Belbin et al (1992) demonstrated desirable characteristics with respect to outliers for two versions of the - exible method Overall, the impact of outliers appears to be less severe for k-means methods The applied user of clustering methodology can adopt several different strategies for dealing with outliers One can eliminate those elements that appear to be outliers to the overall set of data.

The marine contribution is estimated at around 2 g m 3 in PM10 (8 and 6% in urban background and roadside sites) and only 0.3 g m 3 in the PM2.5 fraction (1 2% of PM2.5

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Alternatively, the relationship between the obtained clusters and the suspected outliers can be investigated after an initial clustering is completed A third alternative is to use a clustering method resistant to the presence of outliers Selected parameterizations of the - exible hierarchical clustering procedure and Ward s (1963) minimum variance method may be good selections, as well as some of the k-means algorithms Variable Selection and Weighting Clustering methods differ profoundly from traditional statistical inference models Standard statistical requirements such as the assumption of normally distributed data generally do not apply within the clustering framework That is, the methods are heuristics, and they were often developed without consideration of an underlying probability model for the data Another common misconception is that the presence of correlated variables in the data set is somehow bad or undesirable.

consortiums It is nevertheless clear that a civil law partnership does not have legal capacity and nobody can conclude legal acts in its name [30] It seems likely that an ad-hoc community could be a civil law partnership, if it has the typical characteristics of a partnership, but is not formed as a legal person Especially, an ad-hoc community should have a purpose similar to that of a corporate purpose, is common to all the members of the community, and the activities of the community are carried out on members behalf, for their bene t and at their risk 10233 Family The family is the natural and fundamental group unit of society It is a domestic group af liated typically by birth, marriage or comparable legal relationships, like adoption It has the primary function of reproducing society and to locate children socially.

Once seeing such a message, the attacker learns i and Ki 1 Then the attacker can replace the 0 actual Ki 2,0 or MACKi0 (ijKi 2,0 ) with arbitrary values Ki 2,0 or MAC0 , and forge.

Researchers often fail to realize that the correlations among variables may be a result of the natural cluster structure in the data Attempts to eliminate these correlations would likely serve to distort or hide the structure in the data Numerous applied analyses have attempted to eliminate intervariable correlation by means of principal components or other multivariate methods Unfortunately, the routine application of principal components or other factoring techniques prior to clustering is appropriate only in those cases where the clusters are hypothesized to exist in the factor space and not in the original data Sneath (1980) has shown that clusters embedded in a high-dimensional variable space may not be correctly identi ed in a reduced number of orthogonal components A different issue relates to the selection of variables to include in the cluster analysis Care must be exercised in.

Usually there are strong emotional relations between family members To sum up, families are a very special class of communities In legal systems, there exists a eld called family law It covers legal issues related to families, like contracting of a marriage, adopting a child, and getting divorced including related property settlements and alimonies Parents are usually the legal guardians of an underage child and may legally represent their children and act on their behalf The law also stipulates how to organise the guardianship in the case of divorce and how to get a guardian ad litem if there is a con ict of interest between a minor and the parents However, family law does not usually cover issues related to competence and the power to act on behalf of the family in everyday situations.

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