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A new approach for computing the regularization parameter in compact gravity inversion (Last and Kubik,1983) is presented. Neyman (1979) procedure for discrete data is used for the regularization parameter. A field example is demonstrated . Key words: Compact inversion, regularization parameter, mineral detection.