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Скачать Modelling with Words: Learning, Fusion, and Reasoning within a Formal Linguistic Representation Framework бесплатно

Автор: Jonathan Lawry, Jimi Shanahan, Anca Ralescu
Издательство: Springer
Размер файла: 4.5 MB
Формат Файла: pdf

Modelling with Words can be defined in terms of the trilogy, learning, fusion and reasoning as carried out within a formal linguistic representation framework. As such this new paradigm gives rise to a number of interesting and distinct challenges within each of these three areas.
A wide range of issues in systems modelling and analysis is presented, extending from conceptual graphs and fuzzy quantifiers to humanist computing and self-organizing maps. Among the core issues investigated are
- balancing predictive accuracy and high level transparency in learning
- scaling linguistic algorithms to high-dimensional data problems
- integrating linguistic expert knowledge with knowledge derived from data
- identifying sound and useful inference rules
- integrating fuzzy and probabilistic uncertainty in data modelling

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