In this recent paper, we analysed the statistical power of different dimensionality reduction and cluster analysis algorithms. We found that sample size was less important (fine from N=30 per subgroup), but cluster separation is crucial! Paper contains tips, tricks, and recommendations: https://doi.org/10.1186/s12859-022-04675-1 #statistics #machinelearning #python