Comparison between SmCCA, TCCA, and GTCCA.

<p>Visualization of the comparison between Sparse multiple Canonical Correlation Analysis (SmCCA), Tensor Canonical Correlation Analysis (TCCA), and Generalized Tensor Canonical Correlation Analysis (GTCCA). SmCCA only captures pairwise correlations (e.g., genes and proteins) and TCCA only cap...

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محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Weixuan Liu (19137115) (author)
مؤلفون آخرون:	Katherine A. Pratte (10712866) (author), Peter J. Castaldi (8788598) (author), Craig Hersh (3457529) (author), Russell P. Bowler (275738) (author), Farnoush Banaei-Kashani (5904845) (author), Katerina J. Kechris (9921356) (author)
منشور في:	2025
الموضوعات:	Genetics Developmental Biology Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified xlink "> multiple use canonical correlation multiple data sets data experiments demonstrate two omics data g ., omics based sparsity method omics correlations ). two omics types inferring omics networks omics networks specific correlations novel method understand relationships physiological system penalty term one approach methods may limited due integrate one high dimensionality gain insight etc .) effectively overcome downstream analyses computational inefficiency commonly generated challenging due also introduce
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Comparison between SmCCA, TCCA, and GTCCA.

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