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In a PDF document, contents are often formed by text. If readers think that contents are useful for them or can be takes as template, they may need to extract text ...


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Standard techniques for programming an algorithm to nd a local optimum of a function, which may or may not be the global optimum, typically involve examining the numerically calculated or analytic gradients of the likelihood function at the current guess for the solution, and then use these to determine a direction to head uphill Like other algorithms, bugs and oating point inaccuracies may cause problems for nonlinear optimization algorithms, and poorly scaled data can exacerbate inaccuracies in implementation Thus, numerical inaccuracies may prevent the location of local optima, even when the search algorithm itself is mathematically correct More important, nonlinear optimization algorithms suffer from a deeper limitation, that of nding the global optimum The conditions for global optima for some classes of problems are known (eg, quadratic functions).

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Phase Completion Checklist The project manager should ensure that the following project processes and documentation are implemented for this phase to be complete: A monitoring process Summary-level schedule for executive team Tracking schedule (GANTT chart) Certainty that the project team knows what to monitor Earned value spreadsheet (if required) Exception reports Updated project plan

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Computing power and network bandwidth will continue to increase dramatically during this decade However, the requirements, scale, and complexity of the concurrent and networked application software that builds on these hardware advances will also increase at a similar pace Without corresponding advances in software techniques, it will be hard to manage lifecycle costs and develop quality software within a reasonable time and level of effort Much of the cost and effort of concurrent and networked software stems from the continual rediscovery and reinvention of fundamental patterns and framework components that reify these patterns Patterns and pattern languages help reduce this cost and improve the quality of software by using proven architectures and designs to produce applications and application frameworks These frameworks can be customized to meet existing application requirements, as well as extended to meet future requirements.

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As with other phases of the SHAMPU process, the structure phase is itself an iterative process. In particular, we cannot assess the importance of some sources until we have identi ed responses and considered possible interactions between sources and responses. However, some prior assessment of the importance of identi ed sources is necessary to guide the initial structuring, to avoid too many or too few source and response categories. The structure phase clearly links to all previous phases, because it is a form of robustness analysis associated with earlier phases, as well as ordering issues for subsequent phases. In particular, changes to the structure phase outputs may be triggered by later changes to identi ed sources and responses. Figure 4.1 limits the feedback loops assumed to two from the evaluate phase and one from the manage phase, but the impact of the obvious linkages here in terms of selectively revising earlier structuring is important. However, the structure phase should always be as complete as possible given the progress made in the identify phase before moving on to the ownership phase.

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However, as one well-known set of practitioners in the eld wrote: Virtually nothing is known about nding global extrema in general (Press et al 1988, p 290), and 14 years later wrote: Finding a global extremum is, in general, a very dif cult problem (Press et al 2002, p 393) In addition, as Gentle (2002, p 18) points out, the presence of multiple local optima may also raise conceptual problems concerning the estimation criterion itself (See 4 for a discussion of inference in the presence of multiple optima).

The JAWS example presented in this chapter demonstrates how the effort required to develop concurrent and networked software can be reduced significantly by applying patterns and framework components judiciously Rather than rediscovering solutions to complex concurrent and networked software problems and reinventing the corresponding software from scratch, developers can instead focus on achieving their strategic technical and business objectives Even when changes to technologies or tools preclude the direct use of existing components, algorithms, detailed designs, and implementations, the core architectural and design patterns that underlie these artifacts often can still be reused The JAWS example also illustrates the importance of understanding how groups of patterns collaborate to help resolve complex concurrent and networked application design problems Problems and forces are often inter-related, and these relationships should be considered when addressing key design issues and implementation trade-offs Regardless of their individual utility, therefore, no single pattern is an island.

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