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Current Trends in Grammatical Inference

机译:语法推断的最新趋势

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摘要

Grammatical inference has historically found it's first theoretical results in the field of inductive inference, but it's first applications in the one of Syntactic and Structural Pattern Recognition. In the mid nineties, the field emancipated and researchers from a variety of communities moved in: Computational Linguistics, Natural Language Processing, Algorithmics, Speech Recognition, Bio-Informatics, Computational Learning Theory, Machine Learning. We claim that this interaction has been fruitful and allowed in a few years the appearance of formal theoretical results establishing the quality or not of the Grammatical Inference techniques, and probably more importantly the discovery of new algorithms that can infer a variety of types of grammars and automata from heterogeneous data.
机译:语法推理在历史上已经发现它是归纳推理领域的第一个理论结果,但它首先在句法和结构模式识别中得到应用。在90年代中期,该领域得到了解放,来自各个社区的研究人员纷纷进入:计算语言学,自然语言处理,算法,语音识别,生物信息学,计算学习理论,机器学习。我们声称这种互动是富有成果的,并在几年内出现了正式的理论结果,确立了语法推理技术的质量与否,更重要的是,发现了可以推断出各种语法和语法的新算法。来自异构数据的自动机。

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