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When a classi cation model generates a numeric value, such as a probability, then a classi cation can be made by specifying a cutoff threshold. Those numeric predictions above the cutoff are predicted positive, and those below are predicted to be negative. By building multiple models using different threshold cut-offs, a curve can be generated. For example, Fig. 4.8 presents an ROC curve for a model, and Fig. 4.9 shows an ROC curve for a model with a higher level of performance. The area under the curve (AUC) can be used to assess the model s accuracy.

5.3.3.1 Degradation in an Alkaline Medium Qinghaosu is unstable in an alkaline medium; it may rapidly decompose in potassium carbonate methanol water at room temperature to complicate the products, among which an octa-hydro-indene 107 can be isolated in 10% yield.26 It may be necessary to pay attention to this property when handling the qinghaosu sample. 5.3.3.2 Pyrolysis Qinghaosu is a stable compound in comparison with common peroxides; no decomposition is observed even at its melting point at 156 157 C. However, pyrolysis takes place at 190 C for 10 min, which provides a product mixture, from which compounds 108 (4%), 28 (12%), and 15 (10%) can be separated.114,115 It is interesting that the latter two compounds are also the compositions of qinghao (A. annua),37,50 the metabolites of qinghaosu in vivo,116,117 and the reaction products of qinghaosu and ferrous ion (vide infra) (Scheme 5-6). 5.3.4 Biotransformation

( )-R-Nephthenol (40)

The second type, i.e. dual conversion, is sometimes preferred because it offers the advantages of:

Figure 21-8: This worksheet displays lines that indicate cell precedents for the formula in cell C13.

In the preceding chapters, we considered the use of JavaScript for the development of client side applications in detail. At this juncture, we need to remember that a typical Web scenario consists of the client/server environment. We have already delved into the details of JavaScript for client side scripting. Interestingly, JavaScript can also be used as a server side scripting language. In this chapter we discuss how you can develop server side scripts with the Microsoft servers. The chapter is divided into three sections: introduction to Active Server Pages (ASPs), creating server side applications by using ASPs, and creating database connectivity and interaction by using ASP. It should be noted that before beginning this chapter, you should have a good understanding of server side scripting basics and LiveWire basics. Appendix A, Using LiveWire for Server Side Scripting and Database Connectivity, provides detailed information about both server side scripting and LiveWire. To understand this chapter, you also need to read Appendix A.

5.10 Shooting portraits in the studio requires accurate color and exposures and repeatable results. Keeping a lighting diagram notebook with exposure settings and lighting placement along with any information about lighting modi ers you used for the shot can come in handy for future sessions. Exposure: ISO 100, f/4, 1/160 second.

A wide variety of X10 hardware is available from online sites and electronics stores. Although quality of X10 hardware can vary, most X10 hardware complies with X10 standards and should therefore work together. Many online sites selling X10 hardware have pop-up windows, flashing text, and hot specials. I suggest you shop around a bit, however, because the noisiest sites don t always have the best deals. Here are a few sites you can check out that offer a nice range of X10 products: Smarthome (www.smarthome.com) X10 (www.x10.com/home2.html or www.x10pro.com) Home Controls (www.homecontrols.com) Outpost (www.outpost.com) While I haven t used all of these sites (and therefore can t personally recommend them) I have ordered from Smarthome and Outpost without any problems. Charles Sullivan suggests that the X10.com Web site offers some of the best deals on X10 hardware. If you check regularly and sign up for its mailing list, you can sometimes get 2-for-1, 3-for-1, or even 6-for-1 deals on module mania sales. If you prefer going to brick-and-mortar stores, you can try electronics retailers such as Radio Shack and Fry s Electronics.

The logic unit processes these various signals and supplies commands in the form of insulated loops for operating the relays employed in the different controls (blower, filament, high voltage, etc.). When high speed is required, transistors instead of relays are used. When an alarm appears, it is stored and displayed; the logic system controls the switching off of the various amplifiers' functions.

So far, we have discussed VBA, object-oriented programming, where your code is stored, and how to get your code to run. In this section, we will explore some VBA coding concepts illustrated by simple but meaningful examples. Specifically we will cover coding that manipulates objects and coding that controls execution.