Stochastic intracellular calcium dynamics show preserved structures identified by deep learning classification
Fig 3
Classification accuracy of LKCNNs over a range of kernel size for noiseless (blue circles) and noisy (orange squares) trajectories of cytosolic Ca2+ dynamics.
For noisy trajectories, we train the LKCNN on data with noise levels and test on data with
. The solid lines indicate the mean accuracy averaged over a set of 20 distinct randomly generated seeds for each kernel size. The shaded envelopes denote one standard deviation (
) calculated from the multiple realizations.