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Building Bridges Between Soft and Statistical Methodologies for Data Science

Building Bridges Between Soft and Statistical Methodologies for Data Science - Advances in Intelligent Systems and Computing

Paperback (26 Aug 2022)

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Publisher's Synopsis

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.

Book information

ISBN: 9783031155086
Publisher: Springer International Publishing
Imprint: Springer
Pub date:
DEWEY: 519.5
DEWEY edition: 23
Language: English
Number of pages: 413
Weight: 590g
Height: 235mm
Width: 155mm
Spine width: 22mm