Sentence examples for based on sufficient statistics from inspiring English sources

An equivalent discrete-time channel model is derived based on sufficient statistics for optimal decoding of the transmitted messages.

In the case of the model with classical beta marginals, initial estimates are quite close to the ML estimators because they are based on sufficient statistics.

First of all, the proposed methods are not based on sufficient statistics (while likelihood based methods are).

A disadvantage of these methods is that they are not based on sufficient statistics and so have not been shown to possess any optimality properties.

Since the proposed confidence intervals are not based on sufficient statistics, and have not been shown to possess any optimality properties, a comparison of their width with confidence intervals obtained using the asymptotic theory of maximum likelihood gives an indication of the loss of precision that may have been incurred by using these methods.

Power calculations based on sufficient summary statistics are computationally relatively efficient to carry out.

Based on these sufficient statistics of the correlated innovation process and the formulation of the time-series as in Eq. (7), we derive the densities of interest for our model in Eq. (1).

An equivalent discrete-time channel model based on the derived sufficient statistics was provided which can be used to analyze the capacity of the system.

Pathways selected that are statistically significant based on hypergeometric statistics.

Future studies on epigenetics of obesity will benefit from both statistics based on means and statistics based on variability.

Future studies on the epigenetics of obesity will benefit from both statistics based on means and statistics based on variances.