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Count:01 The number of observations that were true and predicted to be false (false positives). Count:00 The number of observations that were false and predicted to be false (true negatives). In an ideal model there would be zero observation for Count10 and Count01. This is practically never the case, however, and the goal of any modeling exercise is to minimize the numbers for b and c according to criteria established in the de nition step of the project. There are four calculations that are commonly used to assess the quality of a classi cation model: Concordance: This is an overall measure of the accuracy of the model and is calculated with the formula: Concordance Count11 Count00 Count11 Count10 Count01 Count00

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your favor. Refreshing part of the screen rather than all of it allows QuickTime and some other tools to reduce the amount of data transferred, leaving the available bandwidth for content-relevant screen updates. You can have some control over video frames per second and audio bandwidth. Network speeds will vary, and the user will receive only a sampling of the frames you send. Be sure your content will work with only five to seven frames per second, but keep audio fixed at full rate. High-action media may want to check for bandwidth of at least 60 kb/s before attempting to display the content. This speed will allow for ten frames per second. Streaming frame rates will vary between two and twenty frames per second. Any actions that result in large portions of the screen needing to be refreshed are likely to result in pixelation and smearing. Techniques to handle this issue include: Cut between shots instead of panning to follow action, where possible. Cutting between the start and end points of action sequences may lose the action in between, but only results in a single full screen refresh, instead of causing the network to attempt to push eight or ten full screen refreshes down for about a second s worth of action. When panning, keep the video subject (vehicle, player, ball, etc.) tightly cropped and centered. The background will likely smear and pixelate but a well-tracked subject may not. In sporting events, use replays and slow motion or stop motion to provide a view with compelling levels of detail. Again, keep the video tightly cropped. Minimize the effects of rapid motion. Where possible, use shots that move towards or away from the camera.

Exercises Table 7.22. Table of actual vs predicted values (continuous response) Observation 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Actual 13.7 17.5 8.4 16.2 5.6 20.4 12.7 5.9 18.5 17.2 5.9 9.4 14.8 5.8 12.5 10.4 8.9 12.5 18.5 11.7 Predicted 12.4 16.1 6.7 15.7 8.4 15.6 13.5 6.4 15.4 14.5 5.1 10.2 12.5 5.4 13.6 11.8 7.2 11.2 17.4 12.5

Hard-coded identifiers are generally caused by a shortage of time or experience. Developers hard-code things because they are in a hurry and it is faster, or they don t know any better and it is easy. So the question is, Why do developers rush over the location identifiers There are a number of reasons:

The Liability AntiPattern usually takes the form of an abundance of explicit JTA calls, where clients have assumed the responsibility of explicitly managing distributed transactions. Within these transactions, there are direct manipulations of one or more entity-beans.

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14: Transforming and Binding Your XML Documents In Task.java the following variables and methods are related to the attribute isCompleted:

Summary

enamored traders Why did it take so long for someone to ask for opinions around trading oors Why did the academics focus on minutiae mathematical details and not on the truly relevant big picture Why didn t the academics consider the possibility that they may have been operating under completely unworldly assumptions, a parallel universe heavily in contradiction with historical and market realities It is entirely paradoxical that the toiling of two unabashed doubters of the academic scene s contributions would present ivory tower inhabitants with a golden opportunity: a once-in-a-lifetime chance for redemption, a unique avenue for relevance-obtainment, a not-to-be-missed guiding light towards salvation Yes, a possible consequence (whether intended or not) of the irreverently critical paper would be the forceful put-down of theory and theoreticians, a devastating loss of reputation, a con nement to marginalized obscurity.

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Figure 8.20 Infrared spectra of two blue pigments (cf. SAQ 8.6) [24]. Reproduced from Derrick, M. R., Stulik, D. and Landry, J. M., Infrared Spectroscopy in Conservation Science, p. 198, 1999, by permission of the Getty Conservation Institute. The J. Paul Getty Trust, [1999]. All rights reserved.