Kruskal-Wallis one-way Analysis of Variance by Rank One sample sign test : One sample sign test This test is applied to a situation where a sample is taken from a population which has a continuous symmetrical distribution and known to be non-normal such that the probability of having a sample values less than the mean value as well as probability of having a sample values more than the mean value(