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However, one should be careful interpreting this result, since we can only compare two matching branch's lengths if they actually exist in both model and inference.
We conclude the article with a summary and remarks regarding the proposed model and inference algorithm.
The model and inference algorithm is implemented in C and supports both SAMtools (Li et al., 2009) and Maq pileup format.
We have presented LineageProgram, a log-linear sparse regularized model and inference algorithm for lineage-associated expression data that provide strong interpretability with no loss in predictive power.
The posterior marginal densities are shown in Figure S9, indicating that that our model and inference procedure are robust to slight misspecification of the clonal genealogy.
It proceeds by assuming that observations are randomly drawn from a parametric model and inference for the parameters allows estimation of ancestry probability from each putative cluster, for all individuals.
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These two steps are referred to as modelling and inference respectively.
The MLFD is shown to be log-concave and this confers a number of attractive properties for modeling and inference; see Walther (2009) for a good review of statistical modeling and inference with log-concave distributions.
Modelling and inference using standard general linear model (GLM) design set-up was accomplished using permutation test (5000 permutation) as implemented in FSL [17].
In 1986, there is a rebirth of connectionism at the same time that an emphasis in knowledge modeling and inference, both symbolic and connectionist.
Modelling and inference can use the empirical Bayesian (EB) approach via penalised likelihood techniques [25].
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