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For the extension of an optimum weight spanning tree skeleton to a polytree some limiting results for the possible improvement of fit have been obtained by [Dasgupta 1999] A straightforward generalization of the above theorem can be obtained by using its principle to augment naive Bayes classifiers (cf Section 61), so that the strong conditional independence assumptions of naive Bayes classifiers are mitigated [Geiger 1992] The idea is to start from a naive Bayes classifier (that is, a star-like Bayesian network with the class at the center) and add edges between the descriptive attributes that form a (directed) tree The resulting classifier is often called a tree-augmented naive Bayes classifier (TAN) [Friedman and Goldszmidt 1996] Not surprisingly, the tree-augmented naive Bayes classifier that best approximates a given probability distribution wrt.

Pricing Financial Structures in Hull White key = "zc.disc."+f.pay currency() curve = env.retrieve curve(key) T = env.relative date(f.pay date())/365.0 dfT = curve(T) pv += obs.forward(env.pricing date(), curve)\ *f.notional()*f.year fraction()*dfT return pv*leg.pay receive()

What You Can Bring into The Bahamas Bahamian Customs allow you to bring in 200 cigarettes, 50 cigars, or 1 pound of tobacco, plus 1 quart of wine and a quart of spirits (that is, hard liquor) You can also bring in items classified as personal effects, and all the money you wish What You Can Take Home from The Bahamas Visitors leaving Nassau or Freeport/Lucaya for most US destinations clear US Customs and Immigration before departing The Bahamas Charter companies can make special arrangements with the Nassau or Freeport flight services and US Customs and Immigration for pre-clearance No further formalities are required upon arrival in the United States once the pre-clearance has taken place in Nassau or Freeport Collect receipts for all the purchases you make in The Bahamas.

Kullback Leibler information divergence can be obtained in basically the same way as the best tree-structured approximation: Theorem 734 [Geiger 1992] Let p be a strictly positive probability distribution over a set U {C} of attributes, where C is a class attribute Then a best tree-augmented naive Bayes classifier approximation of p wrt Kullback Leibler information divergence is obtained by augmenting a naive Bayes classifier for the attribute C with a maximum weight spanning undirected tree of U with conditional mutual (Shannon) information Imutual.

Note: If a merchant suggests giving you a false receipt, misstating the value of the goods, beware the merchant might be an informer to US Customs You must also declare all gifts received during your stay abroad If you purchased an item during an earlier trip abroad, carry proof that you have already paid Customs duty on the item at the time of your previous reentry To be extra careful, compile a list of expensive carry-on items and ask a US Customs agent to stamp your list at the airport before your departure Returning US citizens who have been away for 48 hours or more are allowed to bring back, once every 30 days, $600 worth of merchandise duty-free You ll be charged a flat rate of 10% duty on the next $1,000 worth of purchases Be sure to have your receipts handy.

max { max {R(A = a, B = b, C = c | A = aobs , C = cobs )}} max { max {min{R(A = a, B = b, C = c), R(A = a | A = aobs ), R(C = c | C = cobs )}}}

On gifts, the duty-free limit is $100 You cannot bring fresh foodstuffs into the United States; canned or packaged foods, however, are allowed, and you can bring back 1 liter of alcohol For specifics on what you can bring back, download the invaluable free pamphlet Know Before You Go online at wwwcustoms gov (Click on Traveler Information, then Know Before You Go ) Or contact the US Customs Service, 1300 Pennsylvania Ave, NW, Washington, DC 20229 (& 877/287-8867) and request the pamphlet For a clear summary of Canadian rules, write for the booklet I Declare, issued by the Canada Customs and Revenue Agency (& 800/461-9999 in Canada, or 204/983-3500; wwwccra-adrc gcca) Canada allows its citizens a C$750 exemption, and you re.