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5 percent response In actuality, cluster analysis would use several variables (not just number of employees) in determining the various market segments resident within a database The greater the number of variables to evaluate, the more clusters you are likely to find 5 Discriminant analysis Often referred to as cross validation analysis, discriminant analysis is a test to see if the groups being used are valid discriminators For instance, a university used a formula for its entering freshmen to determine in which level of a foreign language they were to be placed If the freshmen had completed one to two years of high school Spanish, they were classified as level A If they had completed three years, they were classified as level B Next, the university administered a test to the incoming students already preclassified into levels and found that the scores were very similar.



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Scaling a 3D object in Photoshop is very similar to using the Transform tools to scale an image or selection. By selecting the Scale tool, you can click and drag across your object to make it bigger or smaller, as seen in Figure 22.23. As you change the size of your 3D object by using the Scale tool, the proportions of the object are automatically maintained. By holding down the Alt/Option key while you click and drag, you can adjust the object non-proportionally by making it taller or shorter. If you hold down the Shift key, you can make your object wider or narrower. When you have the Scale tool selected, you can change the size numerically by entering values in the X, Y, or Z indicators in the options bar. This is usually a better way to scale your object disproportionately. You also can change these values by scrubbing across the letter that applies to the value you want to change.

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The determination was made that the number of years of a foreign language taken in high school was not a sufficient discriminator to determine a freshmen s knowledge The idea here is that if the groups perform the same, there is no reason to keep them apart Discriminant analysis is often used to cross-validate cluster groupings identified within a database, or to assign new customers into such clusters identified within the database 6 CHAID analysis Short for chi-square interaction detector, CHAID is a technique used to segment a population with respect to its relationship to a target variable, such as response Responders are compared with nonresponders for various attributes to determine whether a statistically valid difference exists..

Problem 11.36 (Constrained mean-square error) Let d denote a scalar zero-mean random variable with variance 02, and let u denote a 1 x A zero-mean random vector with covariance matrix 4 R,, = E u*u > 0. Consider the constrained optimization problem

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Knowledge transfer is significantly assisted when both the transitioning organization and the component experts work together on development . Such joint development usually evolves in two phases . In the first phase, the transitioning organization and the transitioning expert perform a joint development of one or more real functional applications, in which the transitioning expert typically leads the effort in such a way to continue the mentoring and knowledge transfer. Very often, these initial joint developments are used as proof to senior management of the benefits of the transition . Such developments usually target either the modeling aspects or an initial setup of a common technical infrastructure . In the second phase, the transitioning organization and the transitioning expert partner in the development of one or more real functional applications, but this time it is the transitioning organization team taking the lead . while the transitioning expert works as an architectural and methodological reviewer, is on call to answer to specific challenges, and over time moves away from the fine details of the project . The transitioning organization continues its own development, using the transitioning expert only for specific consulting .

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