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If the dependent variable is binary, then a logistic regression is appropriate and a multilevel categorical dependent variable can likewise be t (Hosmer & Lemeshow, 2000) The closely related variant of Poisson regression exists for counts, and probit and Tobit variants also can be used The application of models in these instances is central to EDA Different models will have different assumptions and often describe the data well in one way, but fail in others For example, in the world of item response theory, there is often great consternation regarding the choice of models to use One-parameter models may mis t the data in some way, but have the desirable properties of suf ciency and consistent ordering of individuals Two- and three-parameter models generally t the data more tightly but without the conceptual advantages of the one-parameter model.

Sensor nodes must operate under resource constraints that are not major concerns on PCs, or even on smaller embedded devices such as PDAs. For example, the Mica2 node has only 4 kB of data memory (SRAM), 128 kB of program memory ( ash), and an 8-bit, 7.3 MHz CPU. Each of these limitations affects the design of sensor operating systems. It has been argued that one should not design around these resource constraints, because the hardware is subject to Moore s law and will have increased in capability by the time sensor networks are widely adopted. However, current sensor nodes are expensive on the order of $100 per node. The advances predicted by Moore s law can be applied to lower the cost, rather than increase the capability of a sensor node. An operating system that runs within tight resource constraints will always run on cheaper hardware, which can be economically deployed in larger numbers. 6.3.3.1 Data Memory Data memory is an extremely scarce resource, especially in multithreaded systems that must keep multiple execution stacks present at the same time. Besides the small size of physical memory, sensor nodes may also

1977); social isolation or a lack of effective social support (Cohen, 1988; Cohen & Wills, 1985; House, Landis, & Umberson, 1988; Zuckerman & Antoni, 1995); a lack of religion and spiritual faith (Levin, 1994); as well as contextual factors such as elevated stressful events (Antoni & Goodkin, 1989; Schwartz, Springer, Flaherty, & Kiani, 1986). A number of clinical disease phenomena have also been associated with these psychosocial factors, including myocardial infarction (MI; Booth-Kewley & Friedman, 1987; Kamarck & Jennings, 1991), different cancers (Goodkin, Antoni, Sevin, & Fox, 1993; McKenna, Zevon, Corn, & Rounds, 1999), Type II diabetes mellitus (Glasgow, Toobert, Hampson, & Wilson, 1995; Surwit & Feinglos, 1988), gastrointestinal symptoms (Friedman & Booth-Kewley, 1987), rheumatoid arthritis (K. Anderson et al., 1985), and acquired immune deficiency syndrome (AIDS; Leserman, 2003). In summary, many psychosocial factors have been associated with health-compromising risk behaviors; decisions to seek diagnostic screening and help-seeking following the onset of symptoms; susceptibility to stress-induced emotional, physiologic, and physical health status changes; and the promotion of pathophysiologic processes and development of clinical disease. These psychosocial factors, while not associated with all of these aspects of health preservation, do appear to cluster around a finite number of domains including affective and other psychiatric disorders (depression and anxiety conditions), cognitive appraisals (self-efficacy, optimism /pessimism, perceived control), coping strategies (active behaviors, acceptance and cognitive reframing, avoidance and denial), external resources (social, economic, familial, spiritual), and the individual s life context (stressful events, perceived stress level, and functional capacity).

From an EDA point of view, each model is correct in some respect insofar as each brings some value and loses others Depending on the exact scienti c or practical need, the decision maker may choose to emphasize one set of values or another..

When you work with API calls, system crashes during testing are not uncommon, so save your work often.