Classification and Modeling with Linguistic Information Granules - Advanced Information Processing - Hisao Ishibuchi - 图书 - Springer-Verlag Berlin and Heidelberg Gm - 9783642058608 - 2010年2月12日
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Hisao Ishibuchi
Classification and Modeling with Linguistic Information Granules - Advanced Information Processing Softcover Reprint of Hardcover 1st Ed. 2005 edition

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Many approaches have already been proposed for classification and modeling in the literature. These approaches are usually based on mathematical mod­ els. Computer systems can easily handle mathematical models even when they are complicated and nonlinear (e.g., neural networks). On the other hand, it is not always easy for human users to intuitively understand mathe­ matical models even when they are simple and linear. This is because human information processing is based mainly on linguistic knowledge while com­ puter systems are designed to handle symbolic and numerical information. A large part of our daily communication is based on words. We learn from various media such as books, newspapers, magazines, TV, and the Inter­ net through words. We also communicate with others through words. While words play a central role in human information processing, linguistic models are not often used in the fields of classification and modeling. If there is no goal other than the maximization of accuracy in classification and model­ ing, mathematical models may always be preferred to linguistic models. On the other hand, linguistic models may be chosen if emphasis is placed on interpretability.

320 pages, 72 black & white tables, biography

介质类型 图书     Paperback Book   (平装胶订图书)
已发行 2010年2月12日
ISBN13 9783642058608
出版商 Springer-Verlag Berlin and Heidelberg Gm
页数 320
商品尺寸 156 × 234 × 17 mm   ·   449 g
语言 英语  

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