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E-book
Author International Conference on Soft Methods in Probability and Statistics (10th : 2022 : Valladolid, Spain)

Title Building bridges between soft and statistical methodologies for data science / Luis A. García-Escudero, Alfonso Gordaliza, Agustín Mayo, María Asunción Lubiano Gomez, Maria Angeles Gil, Przemyslaw Grzegorzewski, Olgierd Hryniewicz, editors
Published Cham, Switzerland : Springer, [2023]

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Description 1 online resource (xiii, 408 pages) : illustrations (some color)
Series Advances in Intelligent Systems and Computing, 2194-5365 ; volume 1433
Advances in intelligent systems and computing ; 1433. 2194-5365
Summary 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
Notes Includes author index
Online resource; title from PDF title page (SpringerLink, viewed August 31, 2022)
Subject Big data -- Congresses
Soft computing -- Congresses
Electronic data processing -- Congresses
Big data
Electronic data processing
Soft computing
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author García-Escudero, Luis A. editor
Gordaliza, Alfonso, editor
Mayo, Agustín, editor
Lubiano Gomez, María Asunción, editor
Gil, María Á. (Maria-Ángeles), editor.
Grzegorzewski, Przemysław, editor.
Hryniewicz, Olgierd, editor.
ISBN 9783031155093
3031155092