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As you probably know, Silverlight 3 introduced further capability to the resource dictionaries via merged resource dictionaries. This makes it so you can reference resource dictionaries stored in content files within the XAP file, possibly even within another assembly within the XAP. The external resource dictionaries are referenced via the Source property of the ResourceDictionary class. The previous example used two styles, one for the header and one for the labels. Let s put each of these styles in a



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These formulas, although legitimate only for linear regression, are not bad for estimating how well a fully trained neural network model-which is nothing more than a particular kind of nonhnezu regression-will generalize. When working with neural networks, let P represent the total number of connection weights in the model. In addition, make sure that simple correlations are used when working with these formulas; if a neural network or regression package reports the squared multiple correlation, take the square root.





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answer lies within the layered protocol model While connectionless networks do not guarantee sequential delivery or limits on delay, they will ultimately deliver the packets Because they are not required to transmit along a fixed path, the switches in a connectionless network have the freedom to route around trouble spots by dynamically selecting alternate pathways, thus ensuring delivery, albeit somewhat unpredictable If this process results in out-of-order delivery, no problem that s what the Transport Layer is for Data communications is a team effort and requires the capabilities of many different layers to ensure the integrity and delivery of a message from the transmitter to the receiver Thus, even an unreliable protocol has distinct advantages An example of a well-known connectionless protocol is the Internet Protocol, or IP It relies on the TCP, a Transport Layer protocol, to guarantee end-to-end correctness of the delivered message.

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There are times, however, when the foolproof capabilities of TCP and TCP-like protocols are considered overkill For example, network management systems tend to generate large volumes of small messages on a regularly scheduled basis These messages carry information about the health and welfare of the network and about topological changes that routing protocols need to know about if they are to maintain accurate routing tables in the switches The problem with these messages is that they (1) are numerous, and (2) often carry information that hasn t changed since the last time the message was generated, 30 seconds ago TCP and TP4 protocols are extremely overhead-heavy compared to their lighter-weight cousins UDP and TP1 Otherwise, they would not be able to absolutely, positively guarantee the delivery of the message In some cases, however, there may not be a need to absolutely, positively guarantee delivery.

Large Parameter Sets An excessive number of free parameters or rules will impact an optimization effort in a manner similar to an insufficient number of data points As the number of elements undergoing optimization rises, a model s ability to capitalize on idiosyncrasies in the development sample increases along with the proportion of the model s fitness that can be attributed to mathematical artifact The result of optimizing a large number of variables-whether rules, parameters, or both-will be a model that performs well on the development data, but poorly on out-of-sample test data and in actual trading It is not the absolute number of free parameters that should be of concern, but the number of parameters relative to the number of data points.

After all, if I lose one of those status messages, no problem: It will be generated again in 30 seconds anyway The result of this is that some networks choose not to employ the robust and capable protocols available to them, simply because the marginal advantage they provide doesn t merit the transport and processing overhead they create in the network Thus, connectionless networks are extremely widely deployed After all, those billion (or so) Internet users must be reasonably happy with the technology Let s now examine the Network Layer Please note that we are now entering the realm of the chained layers, which you will recall are used by all devices in the path end-used devices as well as the switches or routers themselves..

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