Given that a portion of them might be incorrectly inferred, the errors should be minimal in our estimation of mutation direction.
Here, we attempt to compare antigenic locations inferred by our BMDS model to antigenic locations previously inferred by the error minimization methods of Smith et al. (2004), referred to here as antigenic cartography by MDS.
Figure 3 shows the mean and standard error of inferring the reaction rates using the proposed estimator, shown as a function of the variance of the observation noise (discretization time:, the number of particles:, the noise variance: ).
Figure 6 shows the accuracy (root mean square error) in inferring the concordance factor of clades (12) and (123), two clades in the species tree (fig. 1).
While a number of methods for the inference of locus-specific ancestry are accurate when the ancestral populations are quite distant (e.g. African Americans), current methods incur a large error rate when inferring the locus-specific ancestry in admixed populations where the ancestral populations are closely related (e.g. Americans of European descent).
Any uncertainties in inferring the intrinsic brightness of the indicators we observe will propagate into distance errors.
However, genetic regulation process exhibits uncertainty and microarray data sets used to infer the model have errors due to experimental noise in the complex measurement process.
For the case of labelled sentence examples, it is possible to have a procedure that can infer the location of an error in time.
Finding that the OLS and CE estimator may be very similar, and yet both inconsistent, serves as a warning against using the similarity of corrected and uncorrected estimates to infer the absence of measurement error bias.
3. Using the code itself to decide among different measures of the cost of amino acid replacements, or to infer the nature of translational error, without other evidence, is fallacious.
