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A complete classification is established for continuous, SL() contravariant, and translation invariant tensor valuations defined on the Sobolev space . When these valuations are further assumed to be homogeneous, the classification reveals that they are precisely the Fisher information tensors, which constitute a higher-order generalization of the Fisher information matrix.

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