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Rough Sets Theoretical Aspects of Reasoning about Data




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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 10/2012
Edizione: Softcover reprint of the original 1st ed. 1991





Trama

To-date computers are supposed to store and exploit knowledge. At least that is one of the aims of research fields such as Artificial Intelligence and Information Systems. However, the problem is to understand what knowledge means, to find ways of representing knowledge, and to specify automated machineries that can extract useful information from stored knowledge. Knowledge is something people have in their mind, and which they can express through natural language. Knowl­ edge is acquired not only from books, but also from observations made during experiments; in other words, from data. Changing data into knowledge is not a straightforward task. A set of data is generally disorganized, contains useless details, although it can be incomplete. Knowledge is just the opposite: organized (e.g. laying bare dependencies, or classifications), but expressed by means of a poorer language, i.e. pervaded by imprecision or even vagueness, and assuming a level of granularity. One may say that knowledge is summarized and organized data - at least the kind of knowledge that computers can store.




Sommario

I. Theoretical Foundations.- 1. Knowledge.- 2. Imprecise Categories, Approximations and Rough Sets.- 3. Reduction of Knowledge.- 4. Dependencies in Knowledge Base.- 5. Knowledge Representation.- 6. Decision Tables.- 7. Reasoning about Knowledge.- II. Applications.- 8. Decision Making.- 9. Data Analysis.- 10. Dissimilarity Analysis.- 11. Switching Circuits.- 12. Machine Learning.










Altre Informazioni

ISBN:

9789401055642

Condizione: Nuovo
Collana: Theory and Decision Library D:
Dimensioni: 240 x 160 mm
Formato: Brossura
Illustration Notes:XVI, 231 p.
Pagine Arabe: 231
Pagine Romane: xvi


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