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Table 1 Relative performance of the sparse optimization on 2000 genes and 2000 cells, baseline is the standard algorithm with 1 thread and no sparse optimization

From: CoGAPS 3: Bayesian non-negative matrix factorization for single-cell analysis with asynchronous updates and sparse data structures

Data sparsity (%)

Memory (MB)

Runtime (1 thread)

Runtime (4 threads)

70

0.14

1.92

0.62

80

0.09

1.24

0.42

90

0.04

0.42

0.20