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A common way to test the performance of an analysis method is through a simulation. Simulated data provides a known truth to test against, making it possible to see whether a method has been implemented correctly, whether the assumptions of the method are appropriate, and demonstrating its limitations.
(Zappia et al., 2017) Splatter: Simulation Of Single-Cell RNA Sequencing Data. bioRxiv.