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Then, when I was implementing the PC client I assumed that the phone service was correct and that any defect was in the PC client. This was not always true, as the PC client sometimes used commands in a different way and so exposed some new defects in the phone service, but it was certainly true more often than not. Finally, if you are really keen on good development practices then you could convert the command-line client into a scripted or automated test harness for future regression testing.

Most of the existing network based AIS models consist of a number of interconnected (linked) B-Cells The linked B-Cells form networks that need to be maintained Often the required number of network B-Cells exceeds the number of training patterns that needs to be learned by the model, resulting in an increase in the number of links between these B-Cells This makes the model unscalable and in some cases nonadaptive to dynamic environments The set of ARBs in [846] is an example of such an immune network The number of ARBs could reach the same size as the training set or even exceed it, making the model unscalable An alternative scalable network AIS, which is also adaptable in dynamic environments, was presented in [623] This scalable model consists of dynamic weighted B-Cells (DWB-Cells) A DWB-Cell represents an in uence zone, which can be de ned as a weight function that decreases with the time since the antigen has been presented to the network and with the distance between the DWB-Cell and the presented antigen The model also proposed the incorporation of a dynamic stimulation/suppression factor into the stimulation level of a DWB-Cell to control the proliferation and redundancy of DWB-Cells in the network, thus old sub-nets die if not re-stimulated by current incoming antigen patterns A drawback of existing immune network based learning models is that the number of interactions between the B-Cells in the network and a speci c antigen are immense The model of [623] uses K-means to cluster the DWB-Cells in order to decrease the number of interactions between an antigen pattern and the B-Cells in the network The centroids of each of these formed clusters (or sub-nets) are used to represent the sub-nets and interact with the presented antigen pattern A DWB-Cell is only cloned if it reached maturity Maturity of a DWB-Cell is reached when the cell s age exceeds a minimum time threshold Cloning of a DWB-Cell is proportional to the cell s stimulation level If a DWB-Cell s age exceeds a maximum time threshold, cloning of the cell is prevented, thus increasing the probability to clone newer DWB-Cells The mechanism of somatic hyper mutation is computationally expensive and is replaced in the DWB-model by dendritic injection When the immune network encounters an antigen that the network cannot react to, the speci c antigen is initialized as a DWB-Cell Thus, new information is injected into the immune network.

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Dendritic injection models the dendritic cells, which function in the natural immune system has only recently been understood The DWB-model has proven to be robust to noise, adaptive and scalable in learning antigen structures

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This book has deliberately tried to highlight the aspects of programming that are speci c to developing a PC Connectivity application for Symbian OS smartphones. However, do not think that this means that you can ignore more general good habits. On the Symbian OS smartphone, all the normal behaviors associated with memory handling, robustness and ef cient design apply to a Connectivity service as much as any other application or server. On the PC, all the principles of good UI design apply. The PC client applications developed for this book are de nitely not optimized UI designs; they were written to illustrate speci c points, and there are a number of obvious ways in which they could be made more friendly if they were part of a commercial package. As a nal point on PC development, pay suf cient attention to the PC installer. Most developers build and test their software directly and so may neglect to create or test the installer until a late stage in the process. Installers need to be tested on a range of PCs, and uninstallation and upgrade scenarios need to be tested particularly carefully.

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