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One very important distinction in data mining is the difference between profiling and prediction. This is a subtle concept, because the process of building models is the same for the two. The difference is in the data. Each column describing a customer has a time frame associated with it, which is the as-of date when the data becomes known. For some columns, such as market and channel in the subscription data, the as-of date is when the customer starts. For other columns, such as the stop date and stop type columns, the as-of date is when the customer stops. For other data, such as the total amount spent, the as-of date may be some cutoff date. Unfortunately, the as-of date is not stored in the database, although it can usually be imputed from knowledge about how data is loaded into the database. In a profiling model set, the input and target columns come from the same time period. That is, the target has an as-of date similar to some of the inputs. For a prediction model set, the input columns have an as-of date earlier than the target. The input columns are a before view of the customer and the target is the after view. The upper part of Figure 10-2 shows a model set for prediction, because the inputs come from an earlier time period than the target. The target might consist of customers who stopped during July or who purchased a particular



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You can see that the original array is not modified. The new array contains number elements that represent the indices of the original array. If you loop through the elements of the new array and use those values as the indices to access the values from the original array, you can access the values from the original array in ascending alphabetical order.





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Congestion control mechanisms are closely related to and interact with flow control mechanisms But this does not mean the mechanisms are the same Network protocols can employ one of two main methods of congestion control There is implicit congestion control and explicit congestion control With implicit congestion control, the end devices on the network will use some indirect source of information to determine if congestion exists anywhere along the path through the network from source to destination Explicit congestion control involves the end devices on the network Explicit congestion control means that the end devices on the network will use some direct source of information to determine if congestion exists anywhere along the path through the network from source to destination Consider implicit congestion control first.

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You can create a blog using any of the tools described in this chapter, or others, then link to it from your Web site. For instance, you can create a full blog in Blogger (described previously), posting everything you can think of in it, and inviting comment from all and sundry. Then cut and paste the best of Blogger from your blog into your regular Web site. Link to the whole thing for those who just can t get enough. Using this approach, you might end up with the best of both worlds a very good blog and a very good Web site.

EXERCISE 12.17 Compare the widths of the states ~ ~ ( 2 9 8 0 ) (paracharmonium) and J/$J (3097) (orthochamonium) shown in Fig. 12.19 [see AguilarBenitez et al. (1988) for the experimental widths]. Give a plausible explanation for the difference. Hint:compare with the decay of ortho and para positronium.

Normally, links open the page they refer to in the active user agent window, replacing the page currently displayed. However, you can control where the page opens using the target attribute in the anchor tag.

Since networks like frame relay simply relay frames through the network, the higher layer protocols at the ends of the network are not notified of network congestion directly End systems are all concerned with flow control, not so much with network congestion End systems routinely monitor the delay through the network, but for purely selfish reasons Nevertheless, there are two main ways that higher layer protocols can infer that congestion within the underlying network is taking place First, the end systems can monitor how the round trip delay changes over time The round trip delay might rise or fall, of course, but if the delay is slowly but surely rising over time without corresponding drops, this is a pretty good sign that network congestion is occurring Second, the end systems can monitor the number of lost data units they send across the network.

The Bookmarks panel will include any TOC entries in your document if Create PDF Bookmarks option was selected in the Table of Contents dialog box. 23 covers the table of contents feature.

which matches car , cat , and cab . You can also specify ranges of characters using a dash (-) between the starting and ending characters in the range:

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