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In selected cases the reader will nd cross references by the editor in footnotes highlighting to key differences It is a major achievement of this book that so many people despite their loaded agenda took the time to report about their experiences and views It was a pleasure for me to act as editor of this book and work together with so many excellent colleagues to provide this record of events and our explanations We are open to dialogue with our readers Our CVs and e-mail addresses are provided in the attached CD ROM File G..

In fact, to assume that Compstat was merely some sort of executive inquisition would be to miss the point utterly. Compstat is enabling the NYPD to pinpoint and analyze crime patterns almost instantly, respond in the most appropriate manner, quickly shift personnel and resources as needed, assess the impact and viability of anti-crime strategies, identify bright, up-and-coming individuals from deep within the ranks, and transform the organization more fluidly and more effectively than one would ever expect of such a huge police agency.37

Inference based on a fuzzy case rule [29] can be divided into two stages. In the rst stage, an inference is based on how well the facts of a new case correspond to the elements associated with a (precedent) case rule. This is judged using a criterion yes or no, which is evaluated according to the degree of fuzzy membership between the facts and elements. In the second stage, the inference from the precedent case to the new case is drawn, and this is directed by the similarity between the cases. The conclusions obtained from both these stages are compared with that of the precedent case. If they are identical with the conclusion of the precedent case, the new case has the same result as the precedent. If they are not identical with that conclusion, a decision concerning the new case cannot be supported by the precedent. When we make a judgment on the correspondence between the facts of the new case and the elements of a (precedent) case rule (that is represented by the fuzzy membership function), a yes or no judgment is unnecessary for inference by case

Common Cause Assumption (Causal Markov Assumption) Given all of their (direct or indirect) common causes, two effects are independent, that is, in the structure in the middle of Figure 91 the attributes B and C are independent given A If B and C are still dependent given A, it is postulated that either B has a causal influence on C or vice versa or there is another (hidden) common cause of B and C (apart from A) That is, the causal structure (as shown) is considered to be incomplete Common Effect Assumption Given one of their (direct or indirect) common effects, two causes are dependent, that is, in the structure on the right of Figure 91 the attributes A and B are dependent given C.

Unusual Neoplasms of the Uterus total abdominal hysterectomy is performed. Final pathology reports: atypical smooth muscle tumor with central coagulative necrosis, multinucleate and bizarre cells, and a mitotic count of 4 mitoses/10 high-power elds.

For applications of Bayesian networks this assumption is not very important, since little is lost if it is assumed that A and B are dependent given C even though they are not only the storage savings resulting from a possible decomposition cannot be exploited However, for inferring causal relations this assumption is very important Note that the common cause assumption necessarily holds if causation is interpreted as functional dependence Then it only says that fixing all the arguments that (directly or indirectly) enter both functions associated with the two effects renders the effects independent But this is obvious, since any variation still possible has to be due to independent arguments that enter only one function This is the main reason why we rejected the interpretation of causation as functional dependence It is not at all obvious that causation should satisfy the common cause assumption (in this sense).