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Global Positioning: Technologies and Performance. By Nel Samama Copyright # 2008 John Wiley & Sons, Inc.

Maintaining consistent and up-to-date routes between each source destination pair requires the propagation of a large amount of routing information, whether needed or not As a consequence, in proactive protocols, a route between any source destination pair is always available, but such protocols cannot perform properly when the mobility rate in the network is high or when there are a large number of nodes in the network In fact, the control overhead, in terms of both traffic and power consumption, is a serious limitation in mobile ad hoc networks, in which the bandwidth and power are scarce resources [62] The proactive approaches are more similar in design to traditional IP routing protocols; thus, they are more likely to retain the behavior features of presently used routing protocols Existing transport protocols and applications are more likely to operate as designed using proactive routing approaches than on-demand routing approaches [46].

(16.3)

A reactive protocol creates and maintains routes between a source destination pair only when necessary, in general when requested by the source (on-demand approach) Therefore, in contrast to the proactive approach, in reactive protocols the control overhead is drastically reduced However, similar to connection-oriented communications, a route is not initially available and this generates a latency period due to the route discovery procedure The on-demand design is based (1) on the observation that in a dynamic topology routes expire frequently and (2) on the assumption that not all the routes are used at the same time Therefore, the overhead expended to establish and/or maintain a route between a given source destination pair will be wasted if the source does not require the route prior to its invalidation due to topological changes.

13116 Local Query Service Provider The local query service provider (LQSP) subsystem is responsible for all the local query processing It connects to the LDBE and executes the necessary commands for a global request Each LQSP instance registers itself with the environment, which allows the DDSP to know about its availability As we mentioned earlier, this registration can be very simple or it can include further details to help reduce the communication overhead when queries are being processed after the registration has completed The details included in the latter scenario would provide hints (perhaps using the GUIDs for global constructs or deployment plans) to aid in the LQSP election process.

Note that this assumption may not hold true in all architectures, but it may be suitable for many wireless networks The validity of this design decision is dependent, in part, on the traffic distribution and topology dynamics of the network [46] As previously stated, some protocols can combine both proactive and reactive characteristics in order to benefit from the short response time provided by the proactive approach under route request and to limit the control overhead as in reactive protocols An obvious, advantageous approach is to proactively handle all the routes that are known to be more frequently used and to create on demand all the other routes Achieving the right balance between reactive and proactive operation in a hybrid approach may require some a priori knowledge of the networking environment or additional mechanisms to adaptively control the mode of operation [46].

Bayesian classi cation can be extended from categorical to continuous predictor variables, provided that we know the relevant probability distribution. Suppose that, in addition to International Plan and VoiceMail Plan, we also had access to total minutes, the total number of minutes used by the cell-phone customer, along with evidence that the distribution of total minutes is normal for both churners and nonchurners. The mean total minutes for churners is churn = 635 minutes, with a standard deviation of churn = 111 minutes. The mean total minutes for nonchurners is nonchurn = 585, with a standard deviation of nonchurn = 84 minutes. Thus, we assume that the distribution of total minutes for churners is normal (635,111) and for nonchurners is normal (585,84).