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input output relationship could be nonlinear. This assumption broadens the implementation areas, especially in the chemical industry. However, it imposes challenges typical for nonlinear empirical models, such as unpredictable extrapolation, lack of model con dence limits, and multiplicity of model solutions. The second assumption is that the derived empirical model will guarantee reliable performance with acceptable accuracy of prediction inside the range of input data used for model development (also called training data). The excellent interpolation qualities of machine learning approaches, in general, and the universal approximator property of neural networks, in particular (Hornik, 1990) form the basis underlying this assumption. It is critical for industrial applications of inferential sensors because it gives the necessary theoretical basis for reliable predictions and to support the investment for model development. The third assumption is the expectations of performance deterioration in new operating conditions (i.e., outside the range of training data), which is a logical consequence from the previous two assumptions. As a result, model retraining or even a complete redesign is recommended. Since the process and operating condition variations are rather a rule than an exception, increased robustness in these circumstances becomes the central issue of inferential sensor design.

(17.50)

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The maintenance of a hard-key system requires the front of ce staff and housekeeping staff to return keys to their storage area, a time-consuming job when several hundred keys must be returned to their pigeonholes or slots in a key drawer (a drawer located underneath the counter of the front desk that holds room keys in slots in numerical order) after a full house has checked out. If the housekeeping staff notices a key left in a room after a guest has checked out, it should be returned to the front desk. Some hotels use a key fob, a decorative and descriptive plastic or metal tag attached to a hard key (a metal device used to trip tumblers in a mechanical lock) that lists the name and address of the hotel, to encourage the nder of a key to mail it back (Figure 7-5). Other hotels do not attach such a key fob because they believe that if a key is found (or actively sought) by a person with criminal intentions, guest security is at risk. Keys and locks that have become worn must be replaced, a responsibility of the maintenance department. Replacement of room keys and locks can be done only with an authorized purchase order from the controller, initiated by the front of ce or maintenance department. The security department maintains control of key replacement activity. Maintaining the electronic locking system is much simpler than maintaining the hard-

A new column of registry keys appears. Double-click System. Another column of registry keys appears. Double-click CurrentControlSet. Double-click the Control registry key.

If you haven t gotten the hint by now, I will assume that you are either supremely confident in your abilities or not particularly fond of your data. In either case, this is your last reminder on my part to back up your database.

This section presents different application scenarios. It applies the different concepts presented in earlier sections to solve two major application adaptation problems: browsing and multimedia messaging. It will explain in more detail how each application uses the con guration architectures and how it makes use of the adaptation methods.

Trace Total number of bytes received 1,000,000 100,000 10,000 1,000 100 10 1 1 10 100

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If you create an introduction with sound for one of your designs, add a keyframe to the last frame of your introduction, open the Property inspector, and from the Sound field menu, choose your intro soundtrack and from the Sync field menu choose Stop. Open the Actions panel and create the code to go to and play the first frame of the main movie. Create a skip intro button and program the button to go to and play the last frame of the introduction. When the user clicks the button, the last frame of the introduction plays, stops the introduction sound, and transports the viewer to the first frame of the main scene of your design.

this definition of personality disorder to an empirically based classification system In terms of the trends discussed in the present chapter, a new classification of personality disorders requires a scheme that can coordinate the definitional strengths of causal-theoretical approaches and the descriptive strengths of practical-empirical approaches My view is that the interpersonal theory of personality (eg, Benjamin, 2003; Carson, 1969; Kiesler, 1983; Leary, 1957; McLemore & Benjamin, 1979; Pincus, 1994, in press; Pincus & Ansell, 2003; Sullivan, 1953a, 1953b; Wiggins & Trapnell, 1996) is in a unique position to provide a nexus between the two sets of approaches because it provides a basis for the definition of personality disorder (for Step 1) and empirically based models and methods for describing personality disorder phenomenology (for Step 2) An overview of the interpersonal nexus of personality disorders is presented in Figure 71.

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