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The representation of the human transcriptome is reduced taking advantage of correlation in gene expression.
Additionally the PaLS method is able to recover branching structures without decision making or prior information, by taking advantage of correlation in between slices.
Recent work by He et al. [ 37] attempts to take advantage of correlation among locations when predicting multiple locations of proteins.
Using both simulations and experimental measurements we have shown that 3D tubular structures can be recovered by implementing a parametric primitive PaLS method by taking advantage of correlation of adjacent slices.
The imputation takes advantage of correlation in repeated measures; however, it also explicitly incorporates uncertainty in missing values about the expected trends (i.e. it does not simply impute future weight as values predicted from a linear regression on the previous values).
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This realisation has led to the development of rigorous thermodynamic design guidelines that take advantage of correlations between the structure of lead compounds and the enthalpic and entropic components of the binding affinity.
The primary goal of iASeq is to increase the statistical power of AS detection, and it does so by taking the advantage of correlations among datasets.
Multitrait analysis takes advantage of correlations among traits, which may provide a higher statistical power or more accurate estimation of parameters including QTL location (Jiang and Zeng 1995).
It also showed the advantages of correlation-based biclustering analysis and accompanying function enrichment analysis for gene expression data in this type of investigation.
This method does not take advantage of any correlation among the variables and therefore can perform rather poorly when such correlations are present.
Our methods take the advantage of the correlation structure in the microarray data and select similar genes for the target gene by Pearson correlation coefficients.
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