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Type Classes of Context Trees

作者:Martin, Alvaro; Seroussi, Gadiel; Weinberger, Marcelo J. 作者单位:HP Laboratories 加工时间:2013-12-23 信息来源:HP 索取原文[35 页]
关键词:上下文树;类型的方法;枚举;马尔可夫链;数据压缩
摘 要:It is well known that a tree model does not always admit a finite-state machine (FSM) representation with the same (minimal) number of parameters. Therefore, known characterizations of type classes for FSMs do not apply, in general, to tree models. In this paper, the type class of a sequence with respect to a given context tree T is studied. An exact formula is derived for the size of the class, extending Whittle's formula for type classes with respect to FSMs. The derivation is more intricate than in the FSM case, since some basic properties of FSM types do not hold in general for tree types. The derivation also yields an efficient enumeration of the tree type class. A formula for the number of type classes with respect to $T$ is also derived. The formula is asymptotically tight up to a multiplicative constant and also extends the corresponding result for FSMs. The asymptotic behavior of the number of type classes, and of the size of a class, are expressed in terms of the so- called minimal canonical extension of T, a tree that is generally larger than T but smaller than its FSM closure.
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