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In the data transformation module, we present a parallel strategy of a linear referencing algorithm with reduced subtask coupling, easy-implemented parallelization, and low communication cost.
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The synthesis statements remain consistent with the review authors' work but also build in the results of the data transformation performed in earlier steps.
Gramene's first release including BioMart software (3) was version 18 in July 2005, which used the data transformation tools provided by Ensembl.
The ETL process conducts the data filtering function, as shown in Figure 1, while the data transformation application can be adapted to employ analysis tools, such as the hazard model, the survival model, or other statistical algorithms by SAS™or Matlab™for feedback of expert opinions.
A potential source of error in the risk estimate is the data transformation process.
To confirm the good performance of the data transformation observed in the SGA dataset, we next evaluated its relative merits in another 'non-zero-centered' dataset measured with the GIM screening approach.
We retained 75 principal components of PCA in the preliminary data transformation step, which altogether contained more that 85% of the total genetic variation.
Because a fuzzy-set score can be any number between 0 and 1, it can avoid information loss in the process of data transformation and more accurately reflect the situations of the chosen cases.
In the later case, data transformation is one of the powerful tools for developing parsimonious models for detecting structural effects or predictive factors and for better data representation and interpretation [ 4- 6].
In the identification step, data transformation is often required to render the time series stationary, which is a necessary condition when building an ARIMA model for forecasting.
The most useful method in data transformation is the Mini Max method.
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