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Because uncorrelated factors are easier to work with, why not restrict all factor solutions to being uncorrelated The answer is that it may lead to a misleading representation of the data For example, ability scales are all generally correlated together This is true of the WAIS-III data; the lowest correlation is 22 (Digit Span with Digit Symbol) but correlations in the 50s and 60s are common This is true not only among the scales, but also among the IQ and Index scores Restricting to uncorrelated factors fails to inform us that the abilities are highly related Solutions restricted to uncorrelated factors are also referred to as orthogonal, a term from the geometric representation of factors In the same manner, unrestricted solutions are also referred to as oblique However, that term can be misleading It implies that the solution is restricted to having correlated factors, which is not the case.

. . . .

Unrestricted rotation is just that: unrestricted Factors can and often are uncorrelated when unrestricted factor rotation is used Many procedures exist for rotating factors, but the decision usually is just whether the factors will, on an a priori basis, be restricted to being orthogonal or will be unrestricted If restricted, the program of everyone s choice is Varimax For unrestricted rotation, there are several options, with most giving reasonable solutions Some such as Oblimax have a parameter to set that in uences the degree to which the solution is forced towards orthogonality The most elegant unrestricted rotation is to start with Varimax, and then use Promax to provide an unrestricted version of the Varimax solution Like other unrestricted solutions, there is a parameter to be set, referred to as k.

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When you type the dot, you ll see a list of all properties and methods for a Range object. If this doesn t work, choose Tools Options, click the Editor tab, and place a check mark next to Auto List Members. And, of course, the online help system for VBA is very extensive; it lists the properties and methods available for most objects of importance. The easiest way to access these lists is to type the object name into the Immediate window at the bottom of the VBE and move the cursor anywhere within the object name. Press F1, and you ll get the help topic appropriate for the object.

Properties of individual sensor nodes are available sensors (eg temperature) and their characteristics (eg resolution), other hardware features (eg memory size, processing power, communication bandwidth), remaining battery power, or physical location and orientation A distributed role assignment algorithm assigns roles to sensor nodes, taking into account role speci cations and sensor node properties A separate instance of the role assignment algorithm is executed on each sensor node Triggered by property and role changes on nodes in the neighborhood, the algorithm evaluates the rules contained in the role speci cation If a rule evaluates to true, the associated role is assigned Consider the following coverage example A certain area is said to be covered if every physical spot falls within the observation range of at least one sensor node In dense networks, each physical spot may be covered by many equivalent nodes.

Figure 12-7

Part of Promax s advantage is that the value of k is no longer a choice to be made because it makes little difference It can always set to 4 With this setting, uncorrelated factors will result if appropriate, because orthogonal rotation is a special case of unrestricted rotation Note that Promax may produce factors with correlations so trivial that they can be treated as uncorrelated factors, as in Table 61 in which the correlation was a trivial 14 Milliron (1996) found in a simulation study that Promax was good not only for correlated factors, but also replicated the known factor pattern better than Varimax did for factors uncorrelated in the population In the samples, Varimax had to slightly distort the loadings to keep the factors correlating exactly zero, whereas Promax allowed for chance correlations among the factors Occasionally there are unexpected results with Varimax.

been those least likely to have received vaccination (Cates & Berman, 1999) Pregnancy In the past 20 years, there has been an increase in contraception use at rst intercourse, from 48% in 1982, to 65% in 1988, to 78% in 1995, largely the result of increased condom use, especially by non-Hispanic White teenagers (see R Brown, 2000; Phillips, 1997a) However, almost one-quarter of young women remain unprotected at rst intercourse A larger number are unprotected subsequently because most young women (60%) delay seeking medical contraceptive services for at least a year after beginning sexual activity, and even those who do use contraception do not all do so consistently or correctly (see Neinstein, Rabinovitz, et al, 1996; Phillips, 1997a).

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