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This is the basic formula underlying naive Bayes classifiers. For a symbolic attribute Aj the conditional probabilities P(Aj = aj | C = ci ) are stored as a simple table. This is feasible now, since there is only one condition and hence only m mj probabilities have to be stored.3 For numeric attributes it is often assumed that the probability density is a normal distribution and hence only the expected values j (ci ) and the variances 2 (ci ) need to be stored in this j case. Alternatively, numeric attributes may be discretized (see, for example, [Dougherty et al. 1995]) and then handled like symbolic attributes. Naive Bayes classifiers can easily be induced from a dataset of preclassified sample cases. All one has to do is to estimate the conditional probabilities/probability densities f(Aj = aj | C = ci ) using, for instance, maximum likelihood estimation (cf. Section 5.2). For symbolic attributes this yields N(Aj = aj , C = ci ) P(Aj = aj | C = ci ) = , N(C = ci ) where N(C = ci ) is the number of sample cases that belong to class ci and N(Aj = aj , C = ci ) is the number of sample cases which in addition have the value aj for the attribute Aj . To ensure that the probability is strictly positive (see above), unrepresented classes are deleted. If an attribute value 1 does not occur given a class, it is common to either set its probability to 2N , where N is the total number of sample cases, or to add a uniform prior of

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, pro rata or per capita) of reasonable plan expenses, without regard to whether the accounts of active participants are charged such expenses and without regard to whether the vested separated participant was afforded the option of withdrawing the funds from his or her account or rolling them into another plan or IRA Qualified Domestic Relations Orders (QDROs) 401(k) plans may now charge plan participants for QDROs..

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There is much overlap between 504 and ADA in school responsibilities to students with disabilities. ADA regulations state that, unless otherwise noted, ADA shall not be construed to apply a lesser standard than 504 (28 C.F.R. 35.103). Thus, ADA generally requires full compliance with 504, but at times it requires more than 504 in school obligations to students with disabilities. ADA stresses the removal of architectural barriers as a top priority (Martin, 1992; see also 28 C.F.R. Part 35, Appendix A). The Office for Civil Rights within the U.S. Department of Education has been designated as the agency responsible for enforcing ADA with regard to public schools. Complaints regarding ADA violations may be filed with OCR. The remedies of Section 504 are the remedies of Title II of ADA. OCR may remove federal funds from schools not in compliance with ADA. ADA also allows private lawsuits against public schools, and administrative remedies (e.g., hearings) are not required to be exhausted prior to filing a lawsuit (28 C.F.R. 35.172). The parents of a child with disabilities or an individual with disabilities may be awarded reasonable attorney fees if they prevail in any action filed under ADA (28 C.F.R. 35.175). Whistleblower s Protection School psychologists also should be familiar with ADA s protection against retaliation or coercion for whistleblowers:

tipped to become a star in the future, this is known as seeding , and worked well for Eva Herzegovina and Wonderbra. However, if the star does not materialize, the brand will not get the coverage either. The casual clothing brand Criminal used Steven Marks a selfconfessed drug smuggler as an ironic gurehead for its publicity. David Beckham is an example of a celebrity who has become a brand in his own right. When selecting a suitable celebrity, fashion marketers try to achieve a match between the characteristics of the brand image they wish to project and the perceived qualities of the celebrity. In practice this is often accomplished by the use of focus groups who discuss their impressions of both celebrities and brands.

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