Uniformizing Rational Relations for Natural Language Applications Using Weighted Determinization

Uniformizing Rational Relations for Natural Language Applications Using Weighted Determinization
复制标题

使用加权确定统一自然语言应用的有理关系

DOI:
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发表时间:
2010
期刊:
International Conference on Implementation and Application of Automata
影响因子:
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通讯作者:
J. Johnson
J. Johnson
中科院分区:
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文献类型:
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作者:
J. Johnson

文献摘要

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有理函数在自然语言处理中有许多应用。因为许多技术过度泛化,并且需要删除或避免不正确的转换,所以对它们进行重新定义可能很困难。一致化是限制一个有理关系使其成为单值同时保持其定义域的过程。这样做的一种方法是使用加权确定与适当的半环,以产生一个连续的换能器时,这是可能的。一个基本的算法,使用的谱系最小值作为选择过程进行了讨论与激励的例子。
Rational functions have many applications in natural language processing. Specifying them can be difficult since many of the techniques over-generalize and incorrect transformations need to be removed or avoided. Uniformization is the process of restricting a rational relation to make it single-valued while preserving its domain. One way of doing this is to use weighted determinization with an appropriate semiring to produce a subsequential transducer when this is possible. A basic algorithm using the genealogical minimum as the selection process is discussed with a motivating example.