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A Python Software Library for Computing with Words and Perceptions

机译:用单词和看法计算Python软件库

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Computing with Words (CWW) methodology has been used to design intelligent systems which make decisions by manipulating the linguistic information, like human beings. Human beings naturally understand (and express) themselves linguistically, and hence can reason (and make decision) just with linguistic information without any numerical measure. Perceptual Computing makes use of type 2 fuzzy sets for modeling the words in the CWW paradigm. This use of type-2 fuzzy sets enables better representation of the inherent uncertainty in the fuzzy linguistic semantics on numerous problems. To realise the potential of Perceptual Computing, its MATLAB implementation has been made freely available to the end-users/ researchers, and MATLAB is a proprietary development environment. Therefore, this contribution aims at proposing a python implementation of the Perceptual Computing, or its main processing element the perceptual computer that consists of three components viz., encoder, CWW engine and decoder. Our python implementation provides the end user with a seamless blending amongst all three components, which does not exist yet, to the best of our knowledge.
机译:用单词(CWW)方法计算已经用于设计智能系统,通过操纵语言信息,如人类。人类自然地理解(并表达)语言学,因此可以在没有任何数值措施的情况下使用语言信息来理解(并做出决定)。感知计算利用类型2模糊集来建模CWW范例中的单词。这种模糊集的这种使用能够更好地表示模糊语言语义中的固有不确定性在许多问题上。为了实现感知计算的潜力,其MATLAB实施已经自由地提供给最终用户/研究人员,MATLAB是专有的发展环境。因此,这一贡献旨在提出感知计算的Python实现,或其主要处理元件由三个组件Viz组成的感知计算机。编码器,CWW引擎和解码器。我们的Python实现为最终用户提供了所有三个组件中的无缝混合,尚不存在,这是我们的知识中的最佳。

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