  We derive Bose-Einstein statistics and Fermi-Dirac statistics by Principle of
Maximum Entropy applied to two families of entropy functions different from the
Boltzmann-Gibbs-Shannon entropy. These entropy functions are identified with
special cases of modified Naudts' $\phi$-entropy.
