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portada Building Bridges between Soft and Statistical Methodologies for Data Science
Type
Physical Book
Publisher
Author
Year
2022
Language
English
Pages
424
Format
Paperback
Dimensions
23.4x15.6 cm
ISBN13
9783031155109

Building Bridges between Soft and Statistical Methodologies for Data Science

Agustín Mayo;Alfonso Gordaliza;Luis A. García-Escudero (Author) · Springer Nature B.V. · Paperback

Building Bridges between Soft and Statistical Methodologies for Data Science - Agustín Mayo;Alfonso Gordaliza;Luis A. García-Escudero

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Synopsis "Building Bridges between Soft and Statistical Methodologies for Data Science"

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.

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