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MAD = Mean Absolute Deviation
MSE = Mean Squared Error
I've seen suggestions from various places that MSE is used despite some undesirable qualities (e.g. http://www.stat.nus.edu.sg/~staxyc/T12.pdf, which states on p8 "It is commonly believed that MAD is a better criterion than MSE. However, mat...