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In the implementation, we need to handle several issues, such as correctly computing likelihood for reads that align to multiple walks, assigning a special likelihood to reads without any good alignment, and avoiding double counting for reads that align to regions covered by two overlapping windows of the same walk.
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Although, critically, this is a special kind of likelihood ratio test because the null hypothesis resides on the edge of the parameter space.
The bit-level DS combining is deduced to be a universal scheme, and the traditional log-likelihood-ratio combining is a special case when the likelihood probability is used as bit-level soft information.
The fact that Miliband is an atheist is a matter of special interest given the likelihood that he may one day, and perhaps soon, occupy No 10.
Before he left Mr Duxbury, a former social worker, said there was "little likelihood of special measures being lifted before 2015".
Note the special form of the likelihood in its hierarchical structure.
This is a special concern given the likelihood that bilateral and regional negotiations will become even more important following the events of July 2006.
This model differs from previous models [ 22, 23] by accounting for intrinsic exchangeabilities between amino acids and containing standard amino acid substitution models as a special case, thereby permitting likelihood ratio testing of improvements in model fit.
In the analyses investigating the likelihood of special sessions for patients with diabetes, hypertension or the elderly, the odds ratio (OR) ranged from 1.20 1.43, all were statistically significant at the 95% confidence level.
As is often true with Gaussian distributed data, the conventional least-squares superposition solution falls out as a special case of the likelihood analysis (namely, when assuming uncorrelated data with equal variances).
Nevertheless, we believe more in the likelihood of special timber plots, because it will be easier for farmers to prove that the native Framire or Iroko trees did not result from natural regeneration but were planted.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com