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In each step the two sets having the smallest probability are merged, until all alternatives are contained in a single set For our simple example the resulting question scheme is shown on the bottom right in Figure 712 (Huffman coding) We actually obtained a better question scheme, because with it we need only 3P(s1 ) + 3P(s2 ) + 3P(s3 ) + 3P(s4 ) + 1P(s5 ) = 220 questions on average (compared to 225 for the Shannon Fano scheme) [Huffman 1952] showed that his method is optimal if we have to identify the obtaining alternative in a single instance If, however, we are concerned with a sequence of (independent) situations, for each of which the set of alternatives and their respective probabilities are the same, even this fairly sophisticated method can be improved upon.

In other words, if one day every firm in an oligopoly decides without co-ordination to cut its output in half and thereby raise prices, that may not be illegal But if even one email from a manager of one firm to a manager of another firm is found saying that the firms should enter into a cartel, that is illegal and enough for a prosecutor to hang a case on A specific and highly effective tactic that s used worldwide is to give immunity from further prosecution to the first firm in a cartel to confess Given the size of the potential fines, it s very much in your company s interests to blow the whistle as soon as a potential challenge is on the horizon.

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It is clear that the documents themselves will need to be fully and easily understood by automated software agents or applications The trick to conversion of data is getting a computer to extract information online One process is known as screen scraping trying to salvage something usable from information that is now in a form suitable only for humans The conversion of the Web from a repository of static information to a place where software agents could begin to take on more of the actions now considered the realm of the human being could have profound impact This is part of Berners-Lee s vision for the Semantic Web For the Semantic Web to happen, there will need to be a common language that allows computers to understand data, just as HTML allows computers to display hypertext.

One case where this happened was in an investigation of British Airways and Virgin Atlantic s use of fuel surcharges: as soon as they became aware of the investigation, Virgin executives promised to make available the incriminating information, in exchange for immunity, resulting in their rival getting the fine (and the break up of the cartel)..

The idea is to process this sequence not instance by instance, applying Huffman s scheme in each case, but to combine two or more consecutive instances and to ask directly for the combination of alternatives obtaining in such a subsequence Although the question tree is enlarged by this procedure, the expected number of questions per identification is reduced The reason is that with each interrogation the obtaining alternative is determined not only for one, but for several situations, and it is further reduced, the more situations are considered in combination However, the expected number of questions cannot be made arbitrarily small As [Shannon 1948] showed for the general case, there is an ultimate lower bound for the expected number of questions This lower bound is the Shannon entropy, which is 215 questions for the simple example.

Berners-Lee and the W3C have proposed to develop the Semantic Web architecture by building upon layers of open markup languages The Semantic Web will support machine-processing capabilities that will automate Web applications and services For the Semantic Web to provide intelligent features and capabilities, it will have to trade off the expressive power of new logic languages against the computational complexity of processing large semantic networks The layered language approach of the W3C seeks to implement a balanced approach toward building the Semantic Web Agents on the Semantic Web will perform tasks by seeking information from Web resources while communicating with other Web agents Agents are software programs that work independently and proactively Achieving powerful reasoning with reasonable complexity is the ultimate goal.

Transaction-oriented middleware supports the integration of transactions across distributed databases. Systems in this category include IBM C IC S or Tuxedo. Message-oriented middleware systems enable the exchange of reliable message traffic across distributed components. Examples of this class include IBM MQ Series, the DEC MessageQueue or the Java Message Queue. Remote Procedure Calls (RPC s) were standardized by the OSF and supported the invocation of procedures across host boundaries. RPC s were the starting point for the development of object-oriented middleware, which includes the various available OMG/C ORBA implementations, Remote Method Invocation (RMI) for Java, and Microsoft s C O M. There are also non-mainstream products. These include mobile agent facilities, such as Aglets, implementations of tuple spaces that distributed threads can use to communicate, and so on.

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