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in which G is the number of subpopulations or latent classes, g a probability parameter defining the size of class g, and i|g the probability of success on item i within class g. Rost s (1990) mixed Rasch model (MRM) presents a combination of the latent trait and latent class approaches. This model assumes that the Rasch model holds for all persons within a latent class, but it allows for different sets of item parameters between the latent classes (p. 271). The MRM can be viewed as the super model of the Rasch model and of latent class models. This can be seen more clearly when

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Figure 2.13 Scatter plot matrix of reaction time data from Paap, Johansen, Chun, and Vonnahme (2000). Patterns in the matrix re ect skew and outliers in some marginal distributions as well as nonlinearity in bivariate distributions. Outliers are highlighted in all graphics simultaneously through brushing and linking.

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a negative value because it is a loss), and the antenna gain in dBi.5 EIRPdBW trans. output powerdBW trans. line lossesdB + ant. gaindB . (9.5)

Note how the restaurant, room service, and lounge paperwork is further classi ed by meal or function, to facilitate recordkeeping. General managers can review the incomegeneration activity of each of these departments when they are reported separately. The guest charges option of the night audit module in a property management system can sort and total all departmental charges and payments that have been posted to the electronic folios from the point-of-sale systems that interface with the PMS. These data are accurate as long as the person entering the charges at the point-of-sale terminal keys them in accurately.

with equality iff X1 , X2 , . . . , Xn are independent. Lemma 17.2.1 If X and Y are independent, then h(X + Y ) h(X).

Birnbaum, Z. W. (1956). On a use of the Mann-Whitney statistic. In J. Neyman (Ed.), Proceedings of the Third Berkeley Symposium on Mathematical Statistics (pp. 13 17). Berkeley CA: University of California Press. Birkes, D., & Dodge, Y. (1993). Alternative methods of regression. New York: Wiley. Bonett, D., & Wright, T. (2000). Sample size requirements for estimating Pearson, Kendall, and Spearman correlations. Psychometrika, 65(1), 23 28.

Cases with high leverage are far from the others, but they can be far out along the same line as the other cases, or far away and off the line. Discrepancy measures the extent to which a case is in line with the others. Panel A of Figure 5.12 shows a case with high leverage and low discrepancy; panel B shows a case with high leverage and high discrepancy. Panel C is a case with low leverage and high discrepancy. In all of these gures, the outlier appears disconnected from the remaining scores. In uence is a product of leverage and discrepancy (Fox, 1991). It assesses the change in regression coef cients when a case is deleted; cases with in uence scores larger than 1.00 are suspected of being outliers. Measures of in uence are variations of Cook s distance and are identi ed in output as Cook s distance, modi ed Cook s distance, DFFITS, and DBETAS. Fox (1991, pp. 29 30) described these statistics in more detail. Leverage or Mahalanobis distance values are available as statistical methods of outlier detection in several statistical packages. However, some studies (e.g., Egan & Morgan, 1998; Hadi & Simonoff, 1993; Rousseeuw & van Zomeren, 1990) indicate that these methods are not perfectly reliable.

networks. Broadcast networks, like Ethernet, Token Ring, and FDDI, can support one, or more network attachments together with the ability to address a single message to all those attachments; a broadcast network. Alter-natively, non-broadcast networks, like X.25, ATM or Frame Relay, support one, or many hosts but do not possess a method for broadcasting. Point-to-point is exactly that, a link that has two connection points. Two routers connected together through a serial line (56k through T1) is an example of a point-to-point link. There can be no other connections in between these two points. OSPF Media Support Broadcast Networks such as Ethernet, Token Ring, and FDDI. Non-broadcast Multiaccess (NBMA) access that does not support broadcast but allows for multiple station access such as ATM, Frame Relay, and X.25. Point-to-Point Links that only have two network attachments, such as two routers connected by a serial line.