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Brownian Motion and Ornstein–Uhlenbeck Processes in Planar Shape Space
Authors:Frank G Ball  Ian L Dryden  Mousa Golalizadeh
Institution:(1) Division of Statistics, School of Mathematical Sciences, University of Nottingham, Nottingham, NG7 2RD, UK
Abstract:We discuss Brownian motion and Ornstein–Uhlenbeck processes specified directly in planar shape space. In particular, we obtain the drift and diffusion coefficients of Brownian motion in terms of Kendall shape variables and Goodall–Mardia polar shape variables. Stochastic differential equations are given and the stationary distributions are obtained. By adding in extra drift to a reference figure, Ornstein–Uhlenbeck processes can be studied, for example with stationary distribution given by the complex Watson distribution. The triangle case is studied in particular detail, and some simulations given. Connections with existing work are made, in particular with the diffusion of Euclidean shape. We explore statistical inference for the parameters in the model with an application to cell shape modelling.
Keywords:Complex projective space  Complex Watson  Computer algebra  Diffusion  Drift  It? calculus  It? formula  Procrustes  Riemannian  Shape and size  Sphere  Stochastic differential equation
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