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Robust standard errors (se) in parentheses obtained using cluster options in Stata 12, adjusted for seven country groups.
Estimates are corrected for heteroscedasticity and autocorrelation at the country level using the robust and cluster options.
If the data does not fit into the system memory, then one has to look at other cluster options such as Hadoop, Spark etc. Again, Hadoop and Spark clusters can handle large amount of data but Hadoop has well developed tools and frameworks although it is slower for iterative tasks.
The odds ratio of receiving LPV was estimated by a logistic regression model with robust and cluster options.
Among the Cluster options, the hierarchical clustering method (centroid linkage) gave the most natural results over the k-means and SOM methods.
To account for the possibility that the prescription of tidal volumes in the same hospital may not be independent, we ran a logistic regression model with robust and cluster options.
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The cluster option was used to address the fact that multiple monthly cost estimates are included in the dataset for the same patient.
Also, all equations would be estimated with the cluster option in STATA to adjust standard errors for intragroup correlation, and the cluster identifier was the highest level units of the model (i.e., hospital/clinic).
All multivariate regression models were estimated using Stata Version 13 (http://www.stata.com/stata13/), employing the "cluster" option (to account for physicians in the sample affiliated with the same practice) and the "robust" standard error option (to account for other potential departures from homoscedasticity by using the Huber-White robust standard error estimator).
Of particular interest for users might be the gene neighborhood function within the Biosynthetic Cluster option, through which the global structure as well as the nucleotide sequence of individual genes and gene clusters can be retrieved for subsequent wet-lab experiments.
Two Stata procedures were used to do this: the 'vce cluster' option and svy option.
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