1. A Möbius transformation-induced distribution on the torus.
- Author
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SHOGO KATO and PEWSEY, ARTHUR
- Subjects
- *
MOBIUS transformations , *BIOINFORMATICS , *MAXIMUM likelihood statistics , *GOODNESS-of-fit tests , *MARKOV processes - Abstract
We propose a five-parameter bivariate wrapped Cauchy distribution as a unimodal model for toroidal data. It is highly tractable, displays numerous desirable properties, including marginal and conditional distributions that are all wrapped Cauchy, and arises as an appealing submodel of a six-parameter distribution obtained by applying Möbius transformation to a pre-existing bivariate circular model. Method of moments and maximum likelihood estimation of its parameters are fast, and tests for independence and goodness-of-fit are available. An analysis involving dihedral angles of the proteinogenic amino acid Tyrosine illustrates the distribution's application. A Markov process for circular data is also explored. [ABSTRACT FROM AUTHOR]
- Published
- 2015
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