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Dimensionality reduction of longitudinal ’omics data using modern tensor factorizations

Fig 6

Comparison of tcam with existing tensor-based methods.

a Scatter plot of the data from [16] obtained using CTF; Inset: pairwise PERMANOVA. b tcam Scatter plot for data of [16] using tcam; Inset: Pairwise PERMANOVA c Funnel comparing discovery rates of CTF and tcam based pruning strategies. d Time series describing significant bacteria (lmer) found using tcam based pruning strategy on top of LFB normalization. e Barplot with top and bottom 2.5% loadings for F3. Heatmap representing per-subject AUC (log scale) for the same features; Color bar indicates z-score normalized value.

Fig 6

doi: https://doi.org/10.1371/journal.pcbi.1010212.g006