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Exact Distribution of the Local Score for Markovian Sequences
Authors:Claudie Hassenforder  Sabine Mercier
Institution:(1) Département Mathématiques et Informatique, UFR SES, Université de Toulouse II, Equipe GRIMM, 31058 Toulouse cedex 9, France
Abstract:Let $$\mathbb{A} = (A_i)_{1\leq i\leq n}$$ be a sequence of letters taken in a finite alphabet Θ. Let $$s : \Theta \rightarrow \mathbb{Z}$$ be a scoring function and $$\mathbb{X} = (X_i)_{1\leq i\leq n}$$ the corresponding score sequence where X i = s(A i ). The local score is defined as follows: $$H_n=\max_{1\leq i\leq j\leq n}\sum_{k=i}^{j}X_k$$. We provide the exact distribution of the local score in random sequences in several models. We will first consider a Markov model on the score sequence $$\mathbb{X}$$, and then on the letter sequence $$\mathbb{A}$$. The exact P-value of the local score obtained with both models are compared thanks to several datasets. They are also compared with previous results using the independent model.
Keywords:Markov chain  Local score            P-value  Sequence analysis
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