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Bayesian Gen-Gauss inversion is defined and it is demonstrated that it has great flexibility. The model is successfully used to invert seismic AVO data, and approximately 30% improvements in MSE of Bayesian Gauss inversion is obtained. The model extends easily to 3D, although the computational demands will increase considerably.