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Farecast.com evaluates price movements over time to offer travelers predictions on whether fares will go up, down or hold steady on a given route, each likelihood indicated by an arrow.
We are particularly interested in cases where the cost of each likelihood evaluation (forward-model call) is expensive and the number of unknown (latent) variables is high.
As seen from (8) and (6), the CI algorithm adds a fractional power ω i to each likelihood.
However, each likelihood for sensor u is a multivariate exponential distribution[29] that grows in dimensionality as the number of particles N increases.
Hence, the variance of each likelihood in CI fusion has turned into ({sigma ^{2}_{i}}/omega _{i}) in the process of calculating the posterior distribution.
To help guarantee against this serious issue, convergence of our procedures was checked by running each likelihood analysis a thousand times starting from random initial parameters.
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A distance matrix (Additional file 1) was generated for each maximum likelihood gene tree, showing the relative branch lengths between each organism for each particular protein.
We then used RaxML (Stamatakis 2006) to apply the bootstrap values to each maximum likelihood tree.
For each dataset, likelihood ratio tests (LRT) for detection of positive selection were examined using M7-M8 and M8a-M8 comparisons.
For each window, likelihood values of the type-N and type-C trees were maximized using PAML [ 22].
In the branch of '<10 teeth in each jaw', Likelihood ratios for having impaired OHRQoL ranged from 0.99 to 1.04.
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