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An Autoregressive Model for Time Series of Circular Data:

Artes, Rinaldo ; Toloi, Clelia M. C.
Communications in Statistics - Theory and Methods.  39 (2009)  1 - p. 186-194 , 2009
Link: https://doi.org/10.1080/03610920802650338