Properties of covariant connections defined on the generalized tangent bundle of a Riemannian manifold are established and their invariance with respect to generalized complex structures induced by a B-field transformation is discussed. The Kahler case is detailed. An extension of the notion of statistical structure to generalized geometry will be defined and a particular example will be given.