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When the Internet first came banging into the public psyche, most users were ultimately connected to the Internet via an Ethernet LAN. LANs use a local device address known as a medium access control (MAC) address, which is 48 bits long and nonhierarchical, which means that it cannot be used in IP networks for routing. To get around this disparity, and to create a technique for relating MAC addresses to IP addresses, the Address Resolution Protocol (ARP) was created. ARP allows a host to determine a receiver s MAC address when it only knows the device s IP address. The process is simple: The host transmits an ARP request packet that contains the MAC broadcast address. The ARP request advertises the destination IP address and asks for the associated MAC address. Since every station on the LAN hears the broadcast, the station that recognizes its own IP address responds with an ARP message that contains its MAC address. As ARP became popular, other address management protocols came into play. Reverse ARP (RARP) gives a diskless workstation (a dumb terminal, for all intents and purposes) the ability to determine its own IP address, knowing only its own MAC address. Inverse ARP (InARP) maps are used in frame-relay installations to map IP addresses to framerelay virtual circuit identifiers. ATMARP and ATMInARP are used in ATM networks to map IP addresses to ATM virtual path/channel identifiers. And finally, LAN Emulation ARP (LEARP) maps a recipient s ATM address to its LAN Emulation (LE) address, which is typically a MAC address.



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solution for short entries at the open were 5, 890, 391, and 532 (Gene 1); 5,705, 760, and 956 (Gene 2); and 10, 163,999, and 196 (Gene 3). When the string of three genes was translated, it was revealed that two rules deal with open interest and one with the MACD oscillator. The first open-interest role states that the open interest 1 bar ago must be at least 38% greater than the open interest 38 bars ago. The second open-interest rule states that the open interest 1 bar ago must be at least 75% greater than the open interest 25 bars ago. The third rule states that the slope of the MACD-with a shorter moving average length of 2 and a longer moving average length of 50-must be down, suggesting a current downward trend. If the conditions for all three rules, specified by the three genes, were met on a given bar, a sell signal was generated. Again, these rules would not have been easily discovered when developing a trading model in a more traditional manner.





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There are three routing protocols that are most commonly used in IP networks: the Routing Information Protocol (RIP), the Open Shortest Path First (OSPF), and the Border Gateway Protocol (BGP). OSPF and RIP are used primarily for intradomain routing within a company s dedicated network, for example. They are sometimes referred to as interior gateways protocols. RIP uses hop count as the measure of a particular network path s cost; in RIP, it is limited to 16 hops.

The ImageBrush is a type of TileBrush, which defines its content as an image. Earlier we drew a star using the Path class and filled it with the solid color brush. Instead you can fill up the image by using the image brush as shown in Figure 9-18.

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As was the case in our earlier study, the use of a GA to select and instantiate rule templates continued to work well as a means of developing a trading system, or, at least, an entry model. Results were still impressive, despite such problems as inadequate numbers of trades in many of the solutions generated. The approach is certainly one that can serve as the basis for further development efforts. In this exercise, only a small base of rule templates, involving such fairly simple elements as price comparisons, moving averages, and indicators, were used. Undoubtedly, much better results could be obtained by using a more sophisticated and complete set of role templates as grist for the genetic mill.

Downloaded from Digital Engineering Library @ McGraw-Hill (www.digitalengineeringlibrary.com) Copyright 2004 The McGraw-Hill Companies. All rights reserved. Any use is subject to the Terms of Use as given at the website.

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. Long positions tend to perform better than short positions for the markets in our standard portfolio and with the models that were tested. Therefore, it is probably more worthwhile to place development efforts on a system that emphasizes the long rather than short side. . Genetic algorithms appear to be an effective means of discovering small inefficiencies that are buried in a mountain of efficient market behaviors. n When used correctly, and in such a manner as discussed above, overoptimization (curve-fitting) does not seem to be a serious problem, despite the optimization power of genetic algorithms. Restrictions on the number and complexity of the rules in any solution seems to be the key element in controlling the curve-fitting demon. . Evolution, as used herein, has the great benefit of producing explicit rules that can be translated into plain language and understood. Unlike neural

When RIP broadcasts information to other routers about the current state of the network, it broadcasts its entire routing table, resulting in a flood of what may be unnecessary traffic. As the Internet has grown, RIP has become relatively inefficient because it does not scale as well as it should in a large network. As a consequence the OSPF protocol was introduced. OSPF is known as a link state protocol. It converges (spreads important information across the network) faster than RIP, requires less overall bandwidth, and scales well in larger networks. OSPF-based routers only broadcast changes in status rather than the entire routing table. The BGP is referred to as an exterior gateway protocol because it is used for routing traffic between Internet domains. Like RIP, BGP is a distance vector protocol, but unlike other distance vector protocols, BGP stores the actual route to the destination.

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