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Statistical inference on the circle may strongly depend on the chosen reference system. Here, we introduce necessary and sufficient conditions to avoid inferential problems and misinterpretation of parameter estimates for any circular distribution. The construction of invariant distributions, with respect to the reference system, is discussed by introducing specific properties. Numerical Statistica Sinica: Newly accepted Paper (accepted version subject to English editing)

Invariance properties and statistical inference for circular data