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In other words, a heavy-tailed distribution produces a larger proportion of outliers than a normal distribution) In the case of a heavy-tailed error distribution, LAD estimates have relatively low variance; in the case of an asymmetric error distribution, bias may be a more serious issue than variance and LAD estimates have low bias; in the case of a very large sample, any reasonable estimate has low variance and so it becomes more important to control bias For large samples, the efficiency of LAD estimates and tests relative to their LS counterparts is about the same as the efficiency of the sample median relative to the sample mean If the errors have a normal distribution, the asymptotic relative efficiency (ARE) is only 064, but if the errors have a Laplace distribution, the ARE is 2 For the Cauchy distribution, the ARE is 00.



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As long as the distribution of the error population is unimodal and symmetric about 0, the asymptotic relative efficiency of LAD with respect to least squares is at least 033 An ARE of 033 occurs for the uniform distribution, which is very short-tailedRelated: .





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Reliability is ensured using an Automatic Repeat Request (ARQ) paradigm, cumulative acknowledgments (ACKs), and checksum veri cation n received segments [10] Intuitively, the message exchange dynamic in TCP follows a send-verify pattern Every DATA segment transmitted from a source to a destination triggers, upon successful reception, an ACK response from the destination to the source If a segment has not been acknowledged for some time, it is considered lost and is retransmitted by the source When considering the utilization of the available bandwidth, it is clear that both ACK and DATA segments contribute to it However, unlike DATA segments, ACKs are considered control traf c because they are used solely to ensure reliable delivery Therefore, it is desirable to minimize the amount of control traf c (ACKs) so as to make more bandwidth available for the actual message (DATA segments).

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In view of this, past research efforts have concentrated on minimizing the number of produced ACKs for TCP in wired networks without compromising reliability [11] One such widely deployed optimization includes the piggybacking of ACKs onto regular DATA segments when communication is two-way (peer-to-peer rather than client server) However, in wireless multihop communications, competition for bandwidth between DATA and ACK segments is even more pronounced due to the broadcasting nature of the shared wireless medium and the limited available bandwidth [12] Particularly, in the case of 80211-based MANETs, the inability of the MAC mechanism to properly coordinate transmissions leads to spurious packet losses; in such a setting, reducing the number of segments in the pipe at any one time can help smooth out this link-layer inef ciency [13] Clearly, minimizing the number of ACKs produced is one way of achieving such a reduction.

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These ACK-reducing or ACK-thinning proposals are the focal point of interest in this survey Although, such proposals may differ in the means of achieving their goal, their common aim is to reduce the overhead of ACKs (control data) produced by a TCP conversation, without compromising reliability As de ned in the relevant RFC [10], the semantics of TCP are largely end-to-end in nature Hence, the protocol maintains and utilizes information pertinent to the end points and is mostly oblivious of the point-to-point effort necessary to deliver a bytestream between two hosts Ideally, any modi cations to the protocol which would achieve ACK reduction would maintain this paradigm Nonetheless, there is scope for point-to-point modi cations if the bene ts are signi cant enough This survey acknowledges the tradeoff and distinguishes proposals in end-to-end and hybrid.

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A further distinction made when discussing ACK-thinning schemes is between single and cross-layer approaches, with the former being ,in general, easier to deploy and the latter possibly exhibiting more signi cant performance merits Overall, this chapter provides a comprehensive survey of the main ACK-thinning techniques that have been proposed for MANET environments in recent times [5 7,14] In the following sections we outline a useful classi cation of these techniques and compare their relative merits with respect to ease of implementation, backward compatibility, and performance achievement Speci cally, the rest of the survey is organized as follows Section 102 brie y visits the concept of a mobile ad hoc network, its characteristics, and applications as contrasted to wired LANs EAN 13 Maker In VS NET Using Barcode generation for Related: Excel Intelligent Mail Generation , Creating Data Matrix NET WinForms , EAN 128 Generating Java.

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