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The a probabilities are computed starting at the beginning of the trellis with the set a o ( p ) , p = 0, 1, . . . , Q - 1, and working forward through the trellis. This computation is called the forwardpass. The @ probabilities are computed starting at the end of the trellis with the set b ~ ( p p ,= 0, 1, . . . , Q - 1, and working backward through the trellis. This computation ) is called the backward pass. Because the computation of a and /3 is such an essential part of the BCJR algorithm, it is sometimes also referred to as theforward-backward algorithm. The recursions (14.12) and (14.14) are initialized as follows. Since the encoder is known to start in state 0, set all of the probability weight in state 0 for ao:

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Comparing this with Inequality (4.19), let pw = 0.6, pl = 0.4, Aw = 1000, Al = 900, and M = 5000. Then Inequality (5.05) is satisfied because 240 180. Under these conditions, Equation (4.14) gives b* = 1.2 > 1. Then 20 percent of the current account should be taken from an outside source; otherwise, the best allocation fraction cannot be used. What does this result mean The margin requirement is specified by exchanges and brokerage firms and becomes the operational requirement for all traders. Consider a strategy that has average loss of $900, which is much less than the required margin of $5,000. When formulating a strategy, a trader may pretend to have privileged conditions that allows lower margin, but in real life the voice is not heard: the trader must obey the same rules as other participants. Even though a trader creates a proprietary strategy that systematically maintains losses much lower than margin, the regulatory agencies do not take this into account and reduce margin requirements on a case-by-case basis. The required margin is important because it impacts both financing and rate of return. The self-financing account requirement is b 1. The optimal b* = + cannot be realized because margin is fixed; therefore, the maximum reachable b must be selected. If only the self-financing requirement is applied, then the maximum value of b for a potential profit strategy is equal to 1. Maintenance margin restrictions may further reduce the value of b.

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Some of the earliest applications of Bayes Theorem in arti cial intelligence were in fact in the medical domain where knowledge of conditional probabilities concerning causal relationships in medicine were used to derive probabilities of diagnosis (e.g. Path nder (Heckerman and Nathwani, 1992); see http://www-users.cs.york.ac.uk/ sara/reference/ bayesnets/Software/bnprojects.html for more details of other projects). Bayes Theorem has found several other applications in arti cial intelligence and a good source of material on Bayes Theorem and such applications, including in the medical domain, can be found at http://www. aaai.org/AITopics/html/uncert.html. Applications in bioinformatics are

S&P 500, 1927 1954

(6.19)

x3=a,

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of childbearing age should take an additional supplemental dose of 400 g/day if there is any chance that they might become pregnant Women who are pregnant or are planning a pregnancy are strongly recommended to take this supplemental dose of folic acid Folic acid is present in many multivitamin preparations and is also available as a single vitamin preparation at daily doses of up to 800 g/day Preparations providing up to 5 mg/day may be prescribed to women known to be at high risk of having a baby affected by a neural tube defect (anencephaly or spina bi da) because of a previously affected pregnancy Folic acid interacts with vitamin B12 in the methyl transfer reactions that are involved in the synthesis of DNA and which are thus essential for proper cell division.

Rapidly dividing cells in the bone marrow are thus some of the rst to be affected by de ciency and, as with vitamin B12 de ciency this manifests as a megaloblastic anaemia characterised by large, unstable and immature red cells being released into the circulation Very high doses of folic acid will mask the haematological consequences of B12 de ciency but will not prevent its neurological consequences It is thus important that B12 de ciency is excluded before folic acid therapy is used to treat megaloblastic anaemia Some degree of folate de ciency is relatively common amongst people subsisting upon a low folate starchy staple with few green vegetables or other foods that might provide folate Some drugs increase folate requirement (some anti-epileptics) and alcoholics often have poor folate status.

9/21/05

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