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of the node (eg, location or ID number) to create Reputation systems are, however, somewhat more general because the decisions to be made can come from multiple sensor streams and reputation scores can to some extent be abstracted away from the particular physical models Part of the commonality with the calibration problem is the need for an outlier detection protocol With strong prior information concerning the model of the physical system, model-based outlier detection can be employed in sensor networks [87, 136, 137] The reputation rating of data points is made proportional to its conformance to this model The model could be deterministic or statistical, or even constructed using adaptive techniques in a phase where all nodes are trusted (eg, following calibration).

Whenever you find yourself writing code that feels like plumbing, by which I mean completely unrelated to the business domain of your application, you re probably doing too much work I hope that you have this book at your side when you encounter that feeling There is almost always some new part of the Rails API or a third-party RubyGem for doing exactly what you are trying to do As a matter of fact, part of what sets this book apart is that I never hesitate in calling out the availability of third-party code, and I even document the RubyGems and plugins that I feel are most crucial for effective Rails work In cases where third-party code is etter than the built-in Rails functionality, we don t cover the built-in Rails functionality (pagination is a good example) An average developer might see his or her productivity double with Rails, but I ve seen serious Rails developers achieve gains that are much, much higher That s because we follow the Don t Repeat Yourself (DRY) principle religiously, of which Don t Reinvent The Wheel (DRTW) is a close corollary Reimplementing something when an existing implementation is good enough is an unnecessary waste of time that nevertheless can be very tempting, since it s such a joy to program in Ruby Ruby on Rails is actually a vast ecosystem of core code, official plugins, and thirdparty plugins That ecosystem has been exploding rapidly and provides all the raw. Denso QR Bar Code Maker In Visual C# Using Barcode generator for Visual Studio .Related: Codabar Generation .NET , .NET ITF-14 Generation , Interleaved 2 of 5 Generating .NET

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With only partial knowledge of the physical situation, one may apply simple criteria such as rejection of values outside particular ranges, or sequences which change too quickly, or sequences that change too little (indicating stuck-at faults) Apart from the dif culty of dealing with dynamic environments, model-based techniques suffer from the dif culty of modeling the fault behavior of nodes An alternative is to use consensus-based techniques, which use much weaker assumptions concerning models In particular, it is assumed that neighboring nodes have correlated readings and that nonfaulty nodes are the large majority of those still permitted to participate in decisions To plan a sensor node density suf cient for the rst of these conditions to be met of course requires some knowledge of the physical model.

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In operation, readings are compared to the consensus of neighboring nodes in order to compute a reputation score, rather than being compared to the model predictions There are two basic consensus criteria: (a) outlier designation based on distance from the consensus or (b) density-based outlier detection In distance-based mechanisms, the absolute difference in sensor readings from the (reputation-weighted) average of the remaining nodes is used as the basis for outlier rejection [138, 139] To set the outlier detection thresholds, some knowledge of the statistical model of the system (phenomenon and sensor behavior) is thus required Density-based outlier rejection [140, 141] operates similarly, except that now the data can be clustered into groups with differing spreads, for which different distance thresholds then apply Any outlier detection scheme [142] can be used to produce the reputation score.

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Having accomplished this, there are then several possibilities for how these scores will be accumulated and used One can assign scores from any transaction as being binary (satisfactory/unsatisfactory) or give more levels A particularly convenient framework is to accumulate reputation metrics using a beta distribution [96, 143] since only two parameters are needed to characterize the entire probability distribution Reputations can age over time, so that more weight is given to recent behaviors Formulation of reputation as being related to the probability of yielding a useful input is a exible QR Bar Code In NET Using Barcode printer for ASP Related: NET Intelligent Mail Generating , Codabar Creating NET , Interleaved 2 of 5 Generator ASPNET.

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