Abstract
We discuss, in the framework of commutative Jordan Algebras, the algebraic structure of orthogonal and error orthogonal models. We emphasize the role of perfect families of symmetric matrices. These families are basis for the commutative Jordan algebra they generate and ensure that, when normality is assumed, the models have complete sufficient statistics leading to uniformly minimum variance unbiased estimators (UMVUE) for the relevant parameters.
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