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We also present strong scaling results for cosmo25 and dwarf datasets, which are more challenging due to their highly clustered nature.
Our analysis took into consideration the clustered nature of data in that health workers cared for more that one neonate.
A generalized mixed model was used for Method 3 to handle the clustered nature of the data.
Moreover, because MLM explicitly model the clustered nature of the data, MLM can correctly estimate standard errors and lead to more accurate inferential decisions.
[ 1- 10] Analysts have traditionally used techniques that treat the clustered nature of complex survey data as a nuisance by adjusting the standard errors for the sampling design.
Analysis of variance and multiple linear regression was performed using the MIXED procedure with the repeated option account for the workplace clustered nature of the data on satisfaction with psychosocial work conditions.
This type of modelling allows for the clustered nature of the data, in which the observations within clusters are not assumed to be independent.
Generalized estimating equations method was used to take into account the clustered nature of the data; given that patients treated within a primary care physician should be correlated (clustered variable is the physician).
To account for the clustered nature of the data, the svy command in STATA was used with the cluster as the primary sampling unit (psu) stratified by District.
To account for the clustered nature of the data, the svy command in STATA was used with the cluster as the primary sampling unit (psu) stratified by livelihood zones.
They take into account the clustered nature of the data and they allow analysts to investigate sources of variations within and across clusters.
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