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1. Click the Start button on the left end of the task bar. 2. Choose Run from the menu that pops up. (In Windows Vista, skip this step.) 3. In the dialog box that appears, type d:\setup.exe. (If your DVD drive is not drive d, use the appropriate letter in place of d.) This brings up the DVD interface described in the preceding set of steps. (In Windows Vista, type d:\setup.exe in the Start Search text box.)

This section introduces random variables, which are widely used in the statistical literature. These are a convenient way to model random processes. Random variables are written as uppercase letters, often toward the end of the alphabet, for example, X , Y ,or 2.In this book, a random variable is a numeric summary of a sample of text. For example, let X be the number of times the word the appears in a randomly selected text. Random variables look like algebraic variables and can be used in algebraic formulas. However, unlike algebraic equations, we do not solve for the unknown. Instead, think of random variables as random number generators. For text mining, random variables are often counts or percentages, and the randomness comes from picking a text at random. As a second example, let Y be the proportion of the letter e in a text. Once a text is specified, then Y is computable. For example, in section 4.2.2.1 the letters ofA Christmas Carol are tabulated. For this text Y equals 14,869/121,179, or about 0.1227. If the Poe short story The Black Cat were picked instead, then Y is 2204/17,103, or about 0.1289. Clearly Y depends on the text.

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The focus of this book is how to teach vocabulary, and right away it addresses quantitative questions involving word frequencies For example, chapter 1 starts off discussing how many words a student should know Implicit in this question is the idea that a core vocabulary needs to include the highest frequency words Finally, this book has many ideas of interest to the corpus linguist, for example, chapter 7 discusses principal components analysis Finally, stylometry is the analysis of one or more texts to determine quantitative measures indicative of the author s style Although literary critics and historians have long done this by analyzing historical evidence along with close readings of the texts in question, stylometry is usually associated with computer analyses that look at a large number of variables.

While the popular view of regulators is negative, you may view the provider-to-customer approach to working within this environment, thus improving performance. If your job includes compliance with a regulatory agency, taking the customer service approach is appropriate. To the extent that you provide accurate, timely, and useful in-

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The crease threshold defines the number of lines that appear in a wireframe or line rendering of a 3D object. As you lower the number, more lines appear in the creases and over the curves of your object. Figure 1.11 shows a robot rendered as a line illustration with differing crease thresholds.

These are split into two types: first, textual features that are probably unconscious habits of the author; second, features which the author consciously tries to manipulate..

n no category will you find more utilities available than in anything to do with your Internet life. A huge array of programs lets you control every aspect of your daily Internet use, from browser configuration to every email function imaginable. Here, I cover only a smattering, but all of them useful.

It is our aim to stop the iterative process as soon as IG - Gn+ll 5 TOL, where 0 is a suitable small parameter. Thus the stopping criterion has the form

Lout on the left of each cell indicates that a match has been found. Both Lout and Rout are true in each cell, a condition for the recall of a word of memory to the short-term memory system. The features y1, y3, and y4 are sent to shortterm memory via the y outputs. Because of the way the circuit works, y3 is sent up rst, because Lout and Rout for y3 are the rst to go true together. Note that there is no recall of green (y2) and it is not sent up to short-term memory. Short-term memory now contains the sought-after memory. What is recognized is a red, spotted little creature with legs, a ladybug.

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