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The data set was clustered using the Euclidean distance and the average linkage joining rule. The following variables were used in the clustering: Cylinders, Displacement, Horsepower, Weight, Acceleration, Model Year and Origin. MPG (miles per gallon) was not used in the clustering but will be considered later. Figure 6.13 shows the hierarchical tree generated. The process of generating the tree is typically the most time consuming part of the process. Once the tree has been generated, it is usually possible to interactively explore the clusters. For example, in Figure 6.14 a distance cutoff has been set; such that, the data is divided into three clusters.  Cluster 1: A cluster containing 103 observations is selected and shown in Figure 6.15. In addition to showing the tree, a table of charts illustrates the composition of the cluster. The highlighted histogram region corresponds to the distribution of Cluster 1 observations. The darker MPG box plot corresponds to the 103 selected observations with the lower and lighter box plot corresponding to all the observations. The cluster comprises of vehicles with eight cylinders, high displacement, horsepower, and weight,
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near Alamogordo, 200 miles south of Los Alamos. Feynman was present to see the rst ever nuclear explosion. Less than a month later the uranium-based bomb was dropped on Hiroshima and then a plutonium bomb on Nagasaki, bringing the war and the Manhattan Project to an end.
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et al., 2004; Masip, Alonso et al., 2005; Masip et al. (2003b); Hartwig, Granhag, Str mwall, & Vrij, 2004; Kassin et al., 2005; Meissner & Kassin, 2002, 2004. o 15 Most studies did not reveal a relationship between experience in the police force and accuracy in detecting truths and lies (DePaulo & Pfeifer, 1986; Ekman & O Sullivan, 1991; Meissner & Kassin, 2002; Porter, Woodworth, & Birt, 2000). 16 There may be a cultural element in the tendency for professionals to judge people as liars. Our British studies do not show a lie-bias (Mann & Vrij, 2006; Mann, Vrij, & Bull, 2004, 2006; Mann, Vrij, Fisher, & Robinson, 2007; Vrij, Akehurst, Brown, & Mann, 2006; Vrij & Mann, 2001b; Vrij, Mann, Fisher, Leal, Milne, & Bull, in press; Vrij, Mann, Kristen, & Fisher, 2007; Vrij, Mann, Robbins, & Robinson, 2006). Perhaps this is related to police culture. British writings emphasise an ethical approach to police interviewing that has open-mindedness of the interviewer as a core aspect (e.g., Williamson, 1993). In contrast, American manuals mainly emphasise tactics that could be used to break a suspect s resistance in order to obtain confessions (e.g., Inbau, Reid, Buckley, & Jayne, 2001). Those tactics are based on an assumption of guilt of the suspect, and, as I described earlier, assuming guilt will lead to a lie-bias.
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Gender Although no gender differences have been found in the frequency of lying (DePaulo, Kashy et al., 1996), men and women tell different types of lies. Men tell more self-oriented lies than women, whereas women tell more other-oriented lies than men (DePaulo & Bell, 1996; DePaulo, Kashy et al., 1996; Feldman et al., 2002). In DePaulo and Bell s (1996) experiment, participants were asked to choose the two paintings they liked the most and the two paintings they liked the least from a selection of 19 paintings. After making their choice they wrote down what in particular they liked and disliked about each of the four paintings they had nominated. The participants were then informed that they would be meeting an art student with whom they would discuss their opinions about the four paintings. They were told that the art student may have actually painted some of the paintings herself, and she would tell the participant if she had. The participants were also told that the art student did not know which paintings the participant had included in their list.
Growth can be measured in a number of ways: additional employees, new assets, and/or new clients. This factor was designed to measure how well a rm can cope with the operations today as well as how well it can cope with operations assuming some de ned growth curve. A rm that adequately matches its current needs and resources but does not factor in future growth may experience growing pains. However, a rm that currently matches its needs and resources but plans to add strategically to resources may be in a better position to handle growth and, hence, experience fewer distractions. Resources can be de ned as human resources, systems, of ce space, storage, or anything else required to run the operation smoothly.
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