García-Escudero / Gordaliza / Mayo Building Bridges between Soft and Statistical Methodologies for Data Science

1. Auflage 2023
ISBN: 978-3-031-15509-3
Verlag: Springer International Publishing
Format: PDF
Kopierschutz: 1 - PDF Watermark

E-Book, Englisch, Band 1433, 408 Seiten, eBook

Reihe: Advances in Intelligent Systems and Computing

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.

Zielgruppe

Research

Autoren/Hrsg.

García-Escudero, Luis A.

Gordaliza, Alfonso

Mayo, Agustín

Lubiano Gomez, María Asunción

Gil, Maria Angeles

Grzegorzewski, Przemyslaw

Hryniewicz, Olgierd