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Building Bridges between Soft and Statistical Methodologies for Data Science
Taschenbuch von Luis A. García-Escudero (u. a.)
Sprache: Englisch

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Beschreibung
Nowadays, data analysis is becoming an appealing topic due to the emergence of new data types, dimensions, and sources. This motivates the development of probabilistic/statistical approaches and tools to cope with these data. Different communities of experts, namely statisticians, mathematicians, computer scientists, engineers, econometricians, and psychologists are more and more interested in facing this challenge. As a consequence, there is a clear need to build bridges between all these communities for Data Science.
This book contains more than fifty selected recent contributions aiming to establish the above referred bridges. These contributions address very different and relevant aspects such as imprecise probabilities, information theory, random sets and random fuzzy sets, belief functions, possibility theory, dependence modelling and copulas, clustering, depth concepts, dimensionality reduction of complex data and robustness.
Nowadays, data analysis is becoming an appealing topic due to the emergence of new data types, dimensions, and sources. This motivates the development of probabilistic/statistical approaches and tools to cope with these data. Different communities of experts, namely statisticians, mathematicians, computer scientists, engineers, econometricians, and psychologists are more and more interested in facing this challenge. As a consequence, there is a clear need to build bridges between all these communities for Data Science.
This book contains more than fifty selected recent contributions aiming to establish the above referred bridges. These contributions address very different and relevant aspects such as imprecise probabilities, information theory, random sets and random fuzzy sets, belief functions, possibility theory, dependence modelling and copulas, clustering, depth concepts, dimensionality reduction of complex data and robustness.
Zusammenfassung

Latest research on Data Analysis and Soft Computing

Covers results of the 10th International Conference on Soft Methods in Probability and Statistics (SMPS 2022)

Presents current research on the fusion of soft computing methods with probability and statistics

Details
Erscheinungsjahr: 2022
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Advances in Intelligent Systems and Computing
Inhalt: xiii
408 S.
28 s/w Illustr.
55 farbige Illustr.
408 p. 83 illus.
55 illus. in color.
ISBN-13: 9783031155086
ISBN-10: 3031155084
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Redaktion: García-Escudero, Luis A.
Gordaliza, Alfonso
Mayo, Agustín
Hryniewicz, Olgierd
Gil, Maria Angeles
Grzegorzewski, Przemyslaw
Lubiano Gomez, María Asunción
Herausgeber: Luis A García-Escudero/Alfonso Gordaliza/Agustín Mayo et al
Auflage: 1st ed. 2023
Hersteller: Springer International Publishing
Springer International Publishing AG
Advances in Intelligent Systems and Computing
Maße: 235 x 155 x 23 mm
Von/Mit: Luis A. García-Escudero (u. a.)
Erscheinungsdatum: 26.08.2022
Gewicht: 0,639 kg
Artikel-ID: 122299821
Zusammenfassung

Latest research on Data Analysis and Soft Computing

Covers results of the 10th International Conference on Soft Methods in Probability and Statistics (SMPS 2022)

Presents current research on the fusion of soft computing methods with probability and statistics

Details
Erscheinungsjahr: 2022
Fachbereich: Technik allgemein
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Advances in Intelligent Systems and Computing
Inhalt: xiii
408 S.
28 s/w Illustr.
55 farbige Illustr.
408 p. 83 illus.
55 illus. in color.
ISBN-13: 9783031155086
ISBN-10: 3031155084
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Redaktion: García-Escudero, Luis A.
Gordaliza, Alfonso
Mayo, Agustín
Hryniewicz, Olgierd
Gil, Maria Angeles
Grzegorzewski, Przemyslaw
Lubiano Gomez, María Asunción
Herausgeber: Luis A García-Escudero/Alfonso Gordaliza/Agustín Mayo et al
Auflage: 1st ed. 2023
Hersteller: Springer International Publishing
Springer International Publishing AG
Advances in Intelligent Systems and Computing
Maße: 235 x 155 x 23 mm
Von/Mit: Luis A. García-Escudero (u. a.)
Erscheinungsdatum: 26.08.2022
Gewicht: 0,639 kg
Artikel-ID: 122299821
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