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Classification and Modeling with Linguistic Information Granules: Advanced Approaches to Linguistic Data Mining

254,08 
254,08 
2025-07-31 254.0800 InStock
Nemokamas pristatymas į paštomatus per 13-17 darbo dienų užsakymams nuo 19,00 

Knygos aprašymas

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.

Informacija

Autorius: Hisao Ishibuchi, Manabu Nii, Tomoharu Nakashima,
Serija: Advanced Information Processing
Leidėjas: Springer Berlin Heidelberg
Išleidimo metai: 2010
Knygos puslapių skaičius: 320
ISBN-10: 3642058604
ISBN-13: 9783642058608
Formatas: Knyga minkštu viršeliu
Kalba: Anglų
Žanras: Computational and corpus linguistics

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