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The intuitive idea consists on the fact that the higher is the CCA coefficient, the lower is the distance between the time series (or sets of time series) independent of the direction of Granger causality.
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The distributions of the CCA coefficients are more strongly related to geographic location than the PCA coefficients (Fig. 4).
AP/MS: Affinity-purification/mass spectrometry; CC: Clustering coefficient; CCA: Co-complex association; FDL: Force-directed layout; GO: Gene ontology; E-MAP: Epistatic miniarray profiling; HPRD: Human protein reference database; MLL: Multilevel layout; ORL: Organic layout; PPI: Protein-protein interaction; SEL: Spring-embedded layout; SGA: Synthetic genetic array; Y2H: Yeast two-hybrid.
Both CT-SVM and SMVCCAE/SSMVCCAE utilize the ρ correlation coefficient calculated in CCA which measures the correlation/similarity between the two variable sets in each dimension.
Moreover, since the correlation coefficient of max-CCA-IMT was higher than that of mean-CCA-IMT, the monocyte count may be useful as a clinical predictor of diabetic macroangiopathy, especially carotid plaque, as represented by max-CCA-IMT.
In this paper, CCA is utilized to optimize the coefficients of a decentralized PID controller for a MIMO evaporator system.
Detailed information about the CCA results, such as the canonical correlations, the X coefficients, the Y coefficients, the structural correlations (loadings) for variables X and Y, and the aggregate redundancy coefficients (total variance explained) are accessible in the cca.fit-YACCA.txt file.
Here, CCA aims to maximize the correlation, through a coefficient ρ, between two variable sets and learns projection vectors to derive a subspace which can be used as a common feature representation to solve cross-domain problems.
The correlation coefficient (0.612) obtained from the linear CCA was much lower.
The shape of diagonal points and the high correlation coefficient (0.996) indicated that the kernel CCA was able to find the close relationship between the expression profiles and the sequence motifs.
Recent analyses of arsenic hand-loading data generated by studies of children actively involved in playing on CCA-treated structures indicate that the transfer efficiency coefficient and hand-loading estimates derived from the experimental study significantly overestimate the amount that occurs during actual play.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com