Sentence examples for in probability to the true from inspiring English sources

Reichenbach's proposal is reminiscent of the law of large numbers, that the empirical distribution of a sequence of independent and identically distributed trials converges in probability to the true distribution.

The maximum spacing estimator is a consistent estimator in that it converges in probability to the true value of the parameter, θ0, as the sample size increases to infinity.

Hence, as the number of loci and number of sites per locus both increase, the tree returned by an exact solution to the constrained MQSST problem, using default settings for X, will converge in probability to the true species tree T*.

A summary method is said to be statistically consistent under the MSC model if, as the number of loci and sites per locus go to infinity, the estimated species tree returned by the method will converge in probability to the true species tree [ 12].

Methods for estimating species trees in the presence of ILS have been developed that are provably statistically consistent under the multi-species coalescent model, which means that they will converge in probability to the true species tree as the number of loci and sites per locus increase [ 4].

If it means "asymptotic", a resulting signature from a feature selection algorithm should ideally be able to identify the true predictors who are associated with the outcome and exclude the irrelevant ones, and the estimators for the coefficients of those relevant predictors are consistent (they converge in probability to their true values when the sample size tends to infinite).

NJst is statistically consistent under the MSC model because the distance matrix it computes converges in probability to an additive matrix defining the true species tree, and neighbor joining will return the true species tree once the computed distance matrix is sufficiently close to the additive matrix for the species tree; see [ 17] for this proof.

First, the asymptotic performance of phylogenetic methods when the assumed evolutionary model is correct has been evaluated in terms of statistical consistency convergence in probability on the true phylogeny, typically with increasing support, as the amount of sequence data increases.

In our experiments, we compared our proposed algorithm M-VOTE with the hypercleaning algorithm (HC) [ 18], and the answer set programming method (ASP) for the MQC problem [ 15] in terms of the probability to construct "true" phylogenies.

The ratio of 1.74 resulted in 100% of probability to classify true regulated genes since above this ratio the false positive rate is equal to zero.

The x-axis represents probability values assigned to non-existing edges and the y-axis represents probability values assigned to the true edges in the graph.