A novel approach to rating transition modelling via Machine Learning and SDEs on Lie groups

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"... we introduce a novel methodology to model rating transitions with a stochastic process. To introduce stochastic processes, whose values are valid rating matrices, we noticed the geometric properties of stochastic matrices and its link to matrix Lie groups."