Comparison between SmCCA, TCCA, and GTCCA.

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...

Full description

Saved in:
Bibliographic Details
Main Author: Weixuan Liu (19137115) (author)
Other Authors: 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)
Published: 2025
Subjects:
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
Tags: Add Tag
No Tags, Be the first to tag this record!
Description
Summary:<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 captures the highest order correlations (e.g., gene, protein and metabolites),. GTCCA considers the combination of highest order correlations ((TCCA) and lower-order correlations (SmCCA).</p>

Similar Items