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for all values ci , aj , and bk A straightforward and very simple way to encode these conditional probabilities is a table in which for each possible instantiation of the conditioning attributes A and B there is a row stating the corresponding conditional probability distribution on the values of the attribute C If we assume that dom(A) = {a1 , a2 , a3 }, dom(B) = {b1 , b2 }, and dom(C) = {c1 , c2 }, such a table may look like the one shown in Figure 81 However, the same conditional probabilities can also be stored in a tree structure in which the leaves hold the conditional probability distributions and each level of inner nodes corresponds to a conditioning attribute (cf Figure 82) The branches of this tree are labeled with the values of the conditioning attributes.

Figure 9.1. UDT intra-protocol fairness/friendliness. Each box represents a network ow. The size of the boxes represent the sending rate. This visualization helps to represent holistically the behavior of UDT in conjunction with other competing ows.

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In this way each path from the root to a leaf corresponds to a possible instantiation of the conditioning attributes Obviously such a tree is equivalent to a decision tree [Breiman et al 1984, Quinlan 1993] for the attribute C with the following restrictions: all leaves have to lie on the same level and in each level of the tree the same attribute has to be tested on all paths If these restrictions hold, we call the tree a full decision tree, because it contains a complete set of test nodes for a set of variables Consider now a situation in which there are some regularities in the conditional probability table, namely those indicated in the table on the left of Figure 83.

Were Wells observations not dire enough, there is at least some research that indicates there may be powerful organizational imperatives toward fraudulent behavior. Research conducted in 1996 by Professor Arthur Brief of the Freeman School of Business at Tulane University found evidence that suggested a significant percentage of managers may forget their personal ethics when placed in a demanding business environment. In the study of about 400 executives, Brief found that 47 percent were willing to commit fraud by understating writeoffs that would cut into their company s profits. Commenting on these findings, Brief noted: People in subordinate roles will comply with their superiors even when that includes wrongdoing that goes against their individual moral code. I thought they would stick with their values, but most organizations are structured to produce obedience. 31 Brief s findings may perhaps find support in studies reported in a book by Michael R. Young, Accounting Irregularities and Financial Fraud. He cites several studies that may be a cause for concern, particularly given that they came in a pre-Enron environment. Young notes:

From this table it is clear that the value of the attribute B matters only if attribute A has the value a2 , that is, C is independent of B given A = a1 or A = a3 This is usually called context-specific independence Hence.

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Source: Jeremy Hope and Robin Fraser, Beyond Budgeting: How Managers Can Break Free from the Annual Performance Trap (Harvard Business School Press, 2003).

Total time (months)

Case 6 2 Leigh Michels is a bright and academically talented ninth grader. Born with a mild form of cerebral palsy, she walks with a scissorleg gait. Over Christmas vacation, Leigh had surgery to reduce the spasticity in her legs. Although temporarily confined to a wheelchair following the surgery, she was eager to return to school. When Mrs. Michels called the high school principal, Mr. Hershey, to arrange Leigh s school transportation, she was told she would have to take time off from her job to transport Leigh to school herself. Mr. Hershey stated that Leigh could not be transported in the special education van equipped with a wheelchair lift because Leigh did not qualify for special education under IDEA. Distressed at the prospect of losing more time from work, Mrs. Michels phoned her friend, Carrie Johnson, who works as a school psychologist in a neighboring district. Mrs. Michels then phoned the principal again and asked for a meeting to determine whether Leigh is handicapped within the meaning of Section 504 and, if eligible, to develop a school accommodation plan including adaptive transportation.

clear procedure for this (except through the Mental Health Act 1983, which provides a legal framework to enable people to be detained in hospital for the assessment and treatment for a mental disorder), since parents and/or carers cannot legally consent to treatment in place of an adult. It has sometimes been asserted that this dif culty means that some people will be refused treatment because of uncertainties about its lawfulness (Mencap, 1989). While this is not necessarily true (Murphy and Clare, 1997), nevertheless, it is clear that, when adults lack capacity:

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