MapReduceMine provides a Hadoop distributed implementation for Maximal Information-based Nonparametric Exploration ( Reshef, D., Reshef, Y., Finucane, H., Grossman, S., McVean, G., Turnbaugh, P., Lander, E., Mitzenmacher, M., and Sabeti, P. (2011). Detecting novel associations in large datasets. Science, 6062(334), 1518–1524.)