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Figure 1:
A key property of calcium imaging is the slow decay of the measured fluorescence (left panel, maroon) after each spiking event (left panel, grey). If ignored, the calcium decay could introduce temporal correlations in the estimated latent variables (right panel, maroon), where those temporal correlations would not be present had we estimated the latent variables from the underlying spike trains (right panel, grey).
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