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Breakfast 2 chapatis ( 16)

formula, then this information may suf ce However, in many modeling techniques, a rather complex and nonintuitive mathematical formula may have been used and hence it is important to think about how to explain results in this situation One option is to present portions of the training data with similar observations Another alternative approach is to identify patterns or trends of observations that relate to the applied data During the data preparation step of the process, the descriptors and/or the response variables may have been translated to facilitate analysis Once a prediction has been made, the variables should be translated back into their original format prior to presenting the information to the end user For example, the log of the variable Weight was taken in order to create a new variable log(Weight) since the original variable was not normally distributed.

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techniques empower a system to automatically self-alter (adapt) to meet its environment and user needs Adaptive and re ective systems support advanced adaptive behavior Adaptation can take place autonomously or semiautonomously, on the basis of the systems deployment environment, or within the de ned policies of users or administrators [3] The objective of this chapter is to explore adaptive and re ective techniques, their motivation for use, and introduce their fundamental concepts The application of these techniques will be examined, and a summary of a selection of middleware platforms that utilize these techniques will be conducted The tools and techniques that allow a system to alter its behavior will be examined; these methods are vital to implementing adaptive and re ective systems Potential future directions for research will be highlighted; these include advances in programming techniques, open research issues, and the relationship to autonomic computing systems 21.

1 Adaptive Middleware Traditionally, middleware platforms are designed for a particular application domain or deployment scenario In reality, multiple domains overlap and deployment environments are dynamic, not static; current middleware technology does not provide support for coping with such conditions Present research has focused on investigating the possibility of enabling middleware to serve multiple domains and deployment environments In recent years, platforms have emerged that support recon gurability, allowing platforms to be customized for a speci c task; this work has led to the development of adaptive multipurpose middleware platforms Adapt a To alter or modify so as to t for a new use An adaptive system has the ability to change its behavior and functionality Adaptive middleware is software whose functional behavior can be modi ed dynamically to optimize for a change in environmental conditions or requirements [4].

These adaptations can be triggered by changes made to a con guration le by an administrator, by instructions from another program, or by requests from its users The primary requirements of a runtime adaptive system are measurement, reporting, control, feedback, and stability [1] 212 Re ective Middleware The groundbreaking work on re ective programming was carried out by Brian Smith at MIT [5] Re ective middleware is the next logical step once an adaptive middleware has been achieved A re ective system is one that can examine and reason about its capabilities and operating environment, allowing it to self-adapt at runtime Re ective middleware builds on adaptive middleware by providing the means to allow the internals of a system to be manipulated and adapted at runtime; this approach allows for the automated selfexamination of system capabilities and the automated adjustment and optimization of those capabilities.

The process of self-adaptation allows a system to provide an improved service for its environment or user s needs Re ective platforms support advanced adaptive behavior; adaptation can take place autonomously on the basis of the status of the system s, environment, or in the de ned policies of its users or administrators [3]..

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