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100 million calculated earlier. Clearly, the conditional independence assumption, when valid, makes our life much easier. Further, since the naive Bayes classi cation is the same as the MAP classi cation when the conditional independence assumption is met, the naive Bayes classi cation is also optimal, in the sense of minimizing the error rate over all classi ers. In practice, however, departures from the conditional independence assumption tend to inhibit the optimality of the naive Bayes classi er. Next, we examine the log of the posterior odds ratio, which can provide us with an intuitive measure of the amount that each variable contributes toward the classi cation decision. The posterior odds ratio takes the form p( c |X) p( c |X) = p(X| c ) p( c ) p(X| c ) p( c )

single network may have several upstream channels to which stations may be assigned. Each station must be capable of changing its upstream channel at the request of the HC. The HC must be able to simultaneously receive all upstream channels within the network.

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Novell has entered the TCP/IP fray with its IntranetWare and support for native IP IntraNetWare allows NetWare workstations to access TCP/IP resources As of version 50, IntraNetWare is going away in name only and another version of NetWare is supposed to allow for NetWare to run directly on top of TCP/IP (this is known as native TCP/IP support) Microsoft and its emerging NT platform can also use TCP/IP as a network protocol Two flavors are available: Native TCP/IP and its applications (TELNET, FTP, etc) RFC compliant (RFC 1001 and 1002) TCP, which allows file and print service This enables the ability to telnet from an NT server or workstation and transfer files to that workstation or server using native TCP/IP For file and print services in a TCP/IP environment, NT can be configured to use NetBIOS over TCP/IP This enables NT to be involved in a routed network.

Figure 3-6

Error patterns (polynomial form) e6 (X ) = e5 (X ) = e4 (X ) = e3 (X ) = e2 (X ) = e1 (X ) = e6 (X ) = X6 X5 X4 X3 X2 X1 X0

NT can run many other protocols as well, but that is beyond the scope of this book Introduction (continued) Novell continues to dominate the client/server environment Mainframes are continually upgraded and being used more often Web interfaces to mainframe data Some mainframe functions have been converted to Unix platforms TCP/IP is an extensible protocol.

some fungus spores to transfer from an electrostatically charged sheet of metal to a piece of wax paper After patenting the process, he tried to sell it to 20 of the largest corporations in the country They all turned him down In 1947, a little photographic products manufacturing company in Rochester, New York, called Haloid bet a quarter of its yearly pro t (pro t of $101,000 on $67 million in revenue) on developing the idea In 1959, Haloid introduced the rst practical application of Carlson s invention, which Haloid called the Xerox 914 Two years later, revenue topped $60 million Four years after that, Xerox was a half-billion-dollar corporation9 Or people like Noah and Joseph McVicker, who in 1956 invented a pliable plastic composition they hoped would clean wallpaper.

When their sister, who taught preschoolers, seized on the stuff to replace the modeling clay her students found too dif cult to play with, they formed the Rainbow Crafts Company to manufacture the stuff as a toy To date, Hasbro, the corporation that eventually bought out Rainbow Crafts, has sold more than two billion cans of Play-Doh Its odor has been named one of the top ve most identi able smells in the world, and it is one of the most successful toy products of all time10 Innovating in WHAT powered twentieth-century capitalism, but those days are gone If the McVickers came up with Play-Doh today, someone could take it to China, reverse engineer it in a week, and deliver it around the world at a fraction of the price A Xerox machine might suffer a similar fate in just a few months.

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