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Execution time comparison in likelihood calculation step.
The optimizations show that no modeling compromises are required to apply MDT to large vocabulary recognition and that, on noisy data, any additional computational cost in likelihood calculation is easily recovered by a reduction in the search effort.
α AB or α ML can be incorporated in likelihood calculation in marginal or joint reconstruction.
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Default settings were used: proportion of loci typed for each spawn = 1.00, minimum number of loci required for individual assignment = 2, proportion of loci mistyped = 0.01, and error in likelihood calculations = 0.01.
The framework we have presented in this article may easily be extended to incorporate prior knowledge in the likelihood calculation (Neff et al., 2001).
Hence, it was not necessary to include the Jacobian of the transformation in the likelihood calculation.
The main idea is that with LVA, the number of candidates considered in the likelihood calculation is dramatically reduced and the computational complexity of the ML detector can be reduced to a realizable level.
It has only half the dimension of PROSPECT features (see Section 6.1.3), hence leading to a significant effort reduction in the likelihood calculation of the BGs and showing better accuracy than MFCC.
These were treated as right-censored observations exceeding the upper limit of quantification in the likelihood calculation [4].
Following Yang (2002), an outgroup species may be used to estimate the relative rates for the loci, which may be used as constants in the likelihood calculation.
Birth and death rates for all model species are obtained from the reaction propensities, and are used in the likelihood calculation as described above (10, 11).
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CEO of Professional Science Editing for Scientists @ prosciediting.com