Sentence examples for based on mixture modeling from inspiring English sources

We here present a novel method for taxonomic profiling of metagenomes that is based on mixture modeling.

The statistical methods are based on mixture modeling and regularization.

Our novel taxonomic profiling approach 'Taxy-Pro' is based on mixture modeling of the protein domain frequencies in a metagenome as described in the following.

Results: We here introduce a new method for taxonomic profiling based on mixture modeling of the overall oligonucleotide distribution of a sample.

Two-part models based on mixture models are performed when excess zeroes are present in data [3].

More generally and from a desired practical point of view, this made it difficult to propose standard thresholds on the distribution of PPP-values to decide whether or not a SNP is under selection, although more sophisticated approaches could have been envisioned such as clustering techniques based on mixture models.

Such connectivity profiles can be detected based on mixture models using software like MixNet [ 63].

Results: We introduce a novel approach to taxonomic profiling of metagenomes that is based on mixture model analysis of protein signatures.

In this paper we have applied a method based on mixture models that suffers from none of these problems, using data of over 7,000 patient observations that cover the full spectrum of disease.

Analysis of simulated data suggests that methods based on mixture models provide better predictive ability than methods that assume all the SNP have predictive value [ 15], while analysis of field data tends to demonstrate relatively little difference between alternative methods, and some inconsistencies appear from trait to trait as to which is the most predictive method [ 41, 42].

Nagin [ 6, 7] described a semiparametric, group-based approach based on finite mixture modeling for analyzing behavioral development trajectories.