Classification and modeling with linguistic information granules

advanced approaches advanced approaches to linguistic data mining

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March 28, 2025 | History

Classification and modeling with linguistic information granules

advanced approaches advanced approaches to linguistic data mining

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.

Publish Date
Publisher
Springer
Language
English
Pages
307

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Book Details


Edition Notes

Includes bibliographical references and index.

Published in
New York
Series
Advanced information processing

Classifications

Library of Congress
P203 .I74 2005, P98-98.5, Q334-342, TJ210.2-211.495

The Physical Object

Pagination
xi, 307 p. :
Number of pages
307

Edition Identifiers

Open Library
OL3316602M
ISBN 10
3540207678
LCCN
2004114623
OCLC/WorldCat
59003662
LibraryThing
6352842
Goodreads
2653932

Work Identifiers

Work ID
OL5744441W

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History

Download catalog record: RDF / JSON / OPDS | Wikipedia citation
March 28, 2025 Edited by ImportBot Redacting ocaids
August 12, 2024 Edited by MARC Bot import existing book
December 31, 2022 Edited by MARC Bot import existing book
February 25, 2022 Edited by ImportBot import existing book
April 1, 2008 Created by an anonymous user Imported from Scriblio MARC record