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Bidirectional Comparison of Nominal Sets : Asymmetry of Proximity / / by Grażyna Szkatuła, Maciej Krawczak



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Autore: Szkatula Grazyna Visualizza persona
Titolo: Bidirectional Comparison of Nominal Sets : Asymmetry of Proximity / / by Grażyna Szkatuła, Maciej Krawczak Visualizza cluster
Pubblicazione: Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024
Edizione: 1st ed. 2024.
Descrizione fisica: 1 online resource (218 pages)
Disciplina: 514.323
Soggetto topico: Engineering - Data processing
Computational intelligence
Engineering mathematics
Data Engineering
Computational Intelligence
Mathematical and Computational Engineering Applications
Persona (resp. second.): KrawczakMaciej
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: Introduction and main assumptions -- Issues of asymmetry of data proximity -- Matching between ordinary sets -- Matching between sets with binary coding -- Matching between multisets -- Matching between fuzzy sets -- Matching between intuitionistic fuzzy sets -- Summary and perspectives.
Sommario/riassunto: The authors propose a novel measure of proximity between two sets of nominal elements. This measure describes the changes in the first set after adding the second set or changes in the second set after adding the first set. It is crucial to note that this measure is not symmetric, it means that the perturbation of the first set on the second set can be different than the perturbation of the opposition direction. The introduced set impact measure allows for the direct treatment of objects described by nominal-valued attributes. The ordinary sets, multisets, fuzzy sets, and the intuitionistic fuzzy sets are considered. The book is intended for data science professionals, philosophers as well as cognitive psychologists, who struggle with practical problems in which asymmetry of proximity of objects cannot be neglected. The use of the proposed measures of perturbation between compared objects can be very important in data mining or in exploration of Internet resources.
Titolo autorizzato: Bidirectional Comparison of Nominal Sets  Visualizza cluster
ISBN: 3-031-53096-9
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910842293703321
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Serie: Studies in Computational Intelligence, . 1860-9503 ; ; 1140