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to the higher dimensional quaternionic inputs, but rather to the algebraic advantages of the geometric neurons of the net. Figure 21.9(b) shows the error curves referring to the involved normalized computational time. The demanding computer resources of the MLP with four-dimensional input vectors (MLP(4)) is almost similar to the geometric neural network, however, its performance is lower than the geometric network. The learning performance of the MLP with two inputs (MLP(2)) is still not as good as that of the geometric neural net GMLP0 2 0 . The reader should see that the learning of geometric neural nets is improved due to the Clifford product computed in a higher dimensional space. It is worth noting in Figure 21.9(b) that the MLP(4), even working in a four dimensional space, cannot perform better than the geometric neural net.



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time will come where you, like Leif Eriksson, will yearn to leave the fjords of Iceland, which you re accustomed to, and explore the great unknown across the Atlantic. Now, replace fjords of Iceland with the contents of memory and the Atlantic with the internet, and you ve got something to talk about. The experience of crossing the sea differs for each who crosses it, and so varies the manner in which you can communicate with the vastness of the internet. Besides containing an incomprehensible variety of data in a comparably broad multitude of formats, the internet has innumerable services you can communicate in both directions with. In this and the following chapters, I ll dive into the many ways Flash Player can make use of the internet. In this chapter, I ll start with some of the most useful and simple ways to do so. I ll present an overview of the most common and best-supported protocol in Flash Player for networking, HTTP. You ll use ActionScript 3.0 to open a web page, load graphics and SWFs, and load les. Finally, I ll look at Flash Player s security model, which you must be aware of when developing networking-enabled applications.





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The internet is kept alive by the furious and continuous exchange of information. This exchange takes place in a variety of protocols. These application-layer protocols are agreements between two computers connected to the internet on how they should structure their communication. Some examples of application-layer protocols are FTP, Bittorrent, DNS, IMAP, POP3, and SMTP. The whole of the World Wide Web, however, is built on one application layer protocol: the HyperText Transfer Protocol (HTTP).

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The internet itself relies on a whole stack of lower and lower-level protocols. Each layer of protocol builds on the ones below it, providing more structure. You can learn more about the seven-layer model of networking protocols, or OSI model, in a networking text or online (http://en.wikipedia.org/wiki/OSI model). In addition, although not part of the burrito-like seven-layer model, there are protocols on protocols that live on top of HTTP. I ll touch on some of these higher-level protocols in 28, Communicating with Remote Services.

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Now we will show an application of Clifford moments and geometric MLP using real images of the objects presented in Figure 21.10. The binarized images used to generate the moments

Because Flash content so often lives on the web, HTTP is ingrained in Flash Player, and you ll soon be using it to load and send data, so let s take a brief excursion into how it works I ll try not to bore you to tears with detail but provide just what you need If you have a grip on HTTP, feel free to skip this section There are two participants in any HTTP exchange I ll call them the client and the server Let s consider a simple case: you use your web browser to display http://actionscriptbiblecom Now, your computer is the client and some big, fat, rack-mounted, air-conditioned computer in Los Angeles is the server Actually, I ve never seen the server, but it doesn t actually matter what it is or where it is that s the whole point of the internet.

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