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Then how does the neural net actually learn Once the data are inputted into the neural net, these values are propagated toward the output, predicted values Initially the predicted values would most likely contain large errors The computed error values (the difference between the expected value and the actual output value) are then back-propagated by backtracking the network connections modifying the weights proportionally to each one s contribution to the total error value These adjustments are repeated and in this manner the model is improved PROXIMAL SUPPORT VECTOR (PSV) MODELS Development work on support vector models began more than 25 years ago Support vector machines reduce the task of estimating a rating to an optimization problem, as neural network models do For the application we are considering, the modeling problem may be viewed as a series of classi cation problems.

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for the neural network are modi ed to include the additional attributes and the networks retrained. This training and testing cycle continued until all the networks had negligible error rates. After retrieval of the best case, the design is modi ed by making up the parts where the retrieved design does not meet the required design. Every time a new successful design was created, it was added to the case base. To add a new case to the footwear design system, the case rst needs to be classi ed or grouped as the best possible with similar designs. This may involve some change(s) to the hierarchical structure of the case base. Once the case has been classi ed, the neural networks used in its classi cation need retraining. This is simple when new features are not needed for the classi cation. If the addition of a new case requires the addition of some new input to a neural network, a new neural network has to be created and trained.

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That is, given the data we have on a particular rm, we need to classify that rm according to membership in the 19 categories: AAA AA+ or Better .. CCC or Better The output of these classi cation models can be used to determine a score for each of the rms Support vector machines solve such classi cation problems..

That object reference is an essential part of the request and is always transmitted with an identification of the requested operation and the request parameters The client side of the middleware implementation uses the object reference to locate the host where the server object resides The session layer then connects to the server side implementation of the middleware that resides on that host The server side implementation of the object request broker contains a component that we refer to as an object adapter There is usuallyat least one object adapter on each host Among other tasks, object adapters implement object activation and deactivation (Please review the concepts of activation and deactivation introduced on Page 53) The object adapter implements the mapping of object references to active object implementations (that is, implementations that are executing) This mapping is achieved as follows.

Code execution may require that rmware instruction sets and routines are permanently burned-into read-only memory (ROM) Special environments are also required for code development The target device will be emulated on a different, development machine with higher functionality but capable of testing the code to ensure that it will run satisfactorily on the target This approach is quite standard practice for engineers involved in the development of so-called embedded systems, but may be rather unfamiliar ground for traditional systems programmers A good description of what is involved in designing for such systems, particularly in the case of Java but also of general relevance, is given in [23] Consequently, it is sensible to consider most mobile terminals to be similar to consumer products in construction, price and exibility, rather than to computers.

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