There has been growing demand during the past decade from policy and decision makers around the world for sound and accessible statistical data, notably data related to national development goals and the agendas of Internationally Agreed Development Goals, including the MDGs.
Of course, judiciously trading off specificity for sensitivity is a standard and sound practice in statistical data analysis, however, by increasing the number of false positives, ENCODE achieves an increase in the total number of test positives, thereby, exaggerating the fraction of "functional" elements within the genome.
Calculation of the input variables is based on sound statistical methodologies and periodically collected data that cannot be altered.
From a data mining point of view the robust handling of data through a sound statistical model is of great importance.
Prediction models are more likely to be reliable and useful in practice when they are developed using a large, high-quality data set; based on a study protocol with a sound statistical analysis plan; and validated in independent data sets.
Our mission is to promote research of the highest quality by encouraging application of sound statistical principles, conducting accurate and reproducible data analysis, and developing productive collaborations with investigators and all other members of the research team.
Our results suggest an even stronger association between amplification and expression, albeit with not enough data to make a sound statistical comparison.
For influenza, our findings were consistent with our previous work using a similar date range and state-wide data, and a different, but sound, statistical method [ 8].
Design-based stereology is based on a sound statistical background and can be used to generate accurate data which are in line with principles of good laboratory practice.
On a technical note, we want to remark that even for small sample sizes as well as non-normal data our experimental design allows for sound statistical estimations.
