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It was a place for importers to dream, and this is exactly what the representatives from Classic Metal did They oohed and aahed, and while they did so, the factory owner stood by silently and looked hopeful For a new factory looking to get into business, all it took was a single purchase order from a large importer These suppliers with potential could be awakened by a meaningful client, as if by a magical kiss from a storybook prince It didn t matter whether the factory had actually ever made any of the products in its showroom Just one purchase order and the factory would work out the rest later Everyone looked at samples in the showroom, and along with the exercise equipment that was there, someone spotted an air conditioner unit that had been placed on top of one of the many racks Look, someone said.

41 INTRODUCTION In the preceding chapters we have discussed the manner in which computational problems can pose threats to statistical inference, and how to choose software that avoids those threats to the greatest extent possible For linear modeling and descriptive statistics, choosing a reliable statistic package (see 3) and paying attention to warning messages usually suf ces In this chapter we discuss some advanced techniques that can be used in hard cases, where one suspects that software is not providing accurate results In chapters subsequent to this, we examine the best practices for accurate computing of speci c types of problems, such as stochastic simulation ( 5), common nonlinear model speci cations ( 8), misbehaved intermediate calculations ( 6), spatial econometric applications ( 9), and logistic regression ( 10) This chapter can also be thought of as addressing a variety of computational threats to inference, both algorithmic and numerical.

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Some of these threats are illustrated in Figure 41, which shows an arti cial likelihood function and some of its characteristics, such as at regions, multiple optima, discontinuities, and nonquadratic behavior that can cause standard computational strategies to yield incorrect inference In the following sections we discuss how to deal with these problems 42 SOME CLARIFICATION OF TERMINOLOGY Robustness evaluation is the systematic process of determining the degree to which nal model inferences are affected by both potential model misspeci cation by the researcher through assumptions and the effect of in uential data points Global robustness evaluation performs this systematic analysis in a formal manner to determine the range of the inferences that can be observed given the observations Conversely, local robustness uses differential calculus to determine the volatility of speci c reported results.

Then Eq. (3.12b) gives, at the standard source temperature, Tsys = T0 + 350 K = 640 K. Dividing by T0 , we obtain the allowed noise gure: fcas = Tsys Tcas +1= = 2.21 3.44 dB. T0 T0 (3.23) (3.22)

It is important to remember that undesirable instability can be the result of data characteristics (Guttman et al 1978) or model speci cation (Raftery 1995)..

They even make air conditioners Everyone laughed, but not convincingly I worried that they actually thought that the appliance had something to do with this factory The owner had done such a good job of convincing the group from Chicago that anything could be made at his plant, so it really wasn t such a far leap The third factory was the only one we visited that looked capable but in the extreme At the front of the place, two ags were own the US ag and the ag of the People s Republic of China both at the same height When we pulled in through the gate, a guard saluted, and the factory owner, Stanley, saluted back They had hundreds of employees located among several large buildings, and they were all dressed in crisp uniforms The place looked so impressive that if I had not known.

use of narcotics, health insurance, and pain site, ethnicity persisted as an independent predictor of the amount of pain medication prescribed (Ng and Dimsdale, 1996; Jenkins, 2000) In regard to HIV disease, a study evaluating the use of anti-retroviral drugs and prophylactic therapy to treat Pneumocystis carinii pneumonia (PCP) in an urban population infected with HIV found that 63% of eligible whites and 48% of eligible African Americans received anti-retroviral therapy, and PCP prophylaxis was received by 82% of eligible whites but only 58% of eligible African Americans (Moore et al, 1994) A study of the differences in white and nonwhite neighborhoods in pharmacy stocking of opioid analgesics found that over two-thirds of the pharmacies that did not carry any opiates were in predominantly nonwhite neighborhoods After adjustments, pharmacies in predominantly nonwhite neighborhoods were signi cantly less likely to have adequate opiate supplies than pharmacies in white neighborhoods.

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