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data set Since most clustering routines will produce a partition (or set of partitions) for any data set, a researcher might assume that there is a signi cant clustering present in the data This belief induces a bias against a null hypothesis of no signi cant clustering in the data in empirical research Validation of the Clustering Results Once the clustering results are obtained, the process of validating the resulting grouping begins Several strategies or techniques can assist in the validation process This section covers the topics of interpretation, graphical methods, hypothesis testing, and replication analysis Interpretation An empirical classi cation will contribute to the knowledge of a scienti c domain only if it can be interpreted substantively To begin the evaluation process, descriptive statistics should be computed for each cluster.

Up to now, the term gallery has been used as if it were a common everyday Of ce term. Well, it is but it has taken on expanded meaning in Ribbon-oriented Of ce. Simply put, a gallery is a set of formatting results or pre-formatted document parts. Virtually every set of formatting results or document parts in Word 2010 (indeed, in all of Of ce 2010) might be called a gallery,

The descriptive values can be computed both on those variables used to form the clusters as well as on exogenous variables not involved in computing the clusters The descriptive information can reveal important differences and similarities between clusters, and it can indicate the degree of cohesiveness within clusters Skinner (1978) refers to such characteristics as level (cluster mean or centroid), scatter (variability), and shape (covariances and distribution of data within clusters) Similarly, if ideal type markers were used in the analysis, their cluster assignments can be examined for interpretive information A different approach is to use a block diagonal matrix display (Anderberg, 1973; Duffy & Quiroz, 1991) Although this technique results in a matrix of numbers, the display approaches that of a graphical presentation The process is based on rearranging the similarity matrix according to the groups obtained by the cluster analysis.

The FILLET command provides an easy way to place an arc between two existing objects, usually lines. FILLET can also be used with radius 0 to clean up comers and connect lines to an apex.

The rows and columns are reordered to place elements in the same cluster in consecutive order The result is ideally a block diagonal matrix where within-block values represent within-cluster distances or similarities Entries outside of the blocks correspond to between-cluster distances If distinct clusters have been recovered by the clustering method, the within-block values should be distinctly different in magnitude when compared to those between blocks The permuted matrix can be converted to a graphical display if the cells or blocks are shaded according to some rule based on the values of the similarity measures A variety of graphical displays have been proposed in the classi cation literature For example, Andrews (1972) proposed a bivariate plot where data from a high-dimensional.

164 3. 4. 5. 6.

suite of tools that allow you to both embed hidden data in encrypted files and transmit it. Invisible Secrets can embed information win files in the following formats: JPEG, PNG, .bmp, HTML, and .wav.

Figure 9.1 Diagram by Alec Woo that shows the probability of successful packet transmission with respect to distance from the source. It shows that the xed-radius disk approximation of radio connectivity is quite inaccurate. It also demonstrates the dif culties inherent in retrieving distance information from signal strength. (From ref. [3], with permission.)

The MOVE command moves an object or series of objects from one point to another, relative to a defined point on the obj ect or a base point.

You only need to change the channel in your wireless router because your wireless cards automatically tune to the channel being used by the router.

with an existing document and use drag-and-drop to draw frames around the document. with an existing document and apply one of several common frameset layouts to it, using menu commands or the Insert panel.

Another aspect of compatibility is compatibility with previous versions of Excel. Developers should be aware of a number of issues. I discuss these in 26.

Keystroke (mouse down) option Command-option-o-f Command-option-p-r C T What Happens Ejects CD or DVD. Shows System Picker (lets you choose a startup volume). Start up into Open Firmware interpreter. Zap (zero out) parameter RAM. Boot from CD or DVD. Start FireWire target disk mode.