Building Bridges Between Soft and Statistical Methodologies for Data Science

Building Bridges Between Soft and Statistical Methodologies for Data Science
Author: Luis A. García-Escudero
Publisher:
Total Pages: 0
Release: 2023
Genre:
ISBN: 9783031155109


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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.


Building Bridges between Soft and Statistical Methodologies for Data Science
Language: en
Pages: 421
Authors: Luis A. García-Escudero
Categories: Computers
Type: BOOK - Published: 2022-08-24 - Publisher: Springer Nature

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Nowadays, data analysis is becoming an appealing topic due to the emergence of new data types, dimensions, and sources. This motivates the development of probab
Combining, Modelling and Analyzing Imprecision, Randomness and Dependence
Language: en
Pages: 579
Authors: Jonathan Ansari
Categories:
Type: BOOK - Published: - Publisher: Springer Nature

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Reasoning Web. Causality, Explanations and Declarative Knowledge
Language: en
Pages: 219
Authors: Leopoldo Bertossi
Categories: Computers
Type: BOOK - Published: 2023-04-27 - Publisher: Springer Nature

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The purpose of the Reasoning Web Summer School is to disseminate recent advances on reasoning techniques and related issues that are of particular interest to S
Foundations of Statistics for Data Scientists
Language: en
Pages: 486
Authors: Alan Agresti
Categories: Business & Economics
Type: BOOK - Published: 2021-11-22 - Publisher: CRC Press

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Foundations of Statistics for Data Scientists: With R and Python is designed as a textbook for a one- or two-term introduction to mathematical statistics for st
New Statistical Developments in Data Science
Language: en
Pages: 0
Authors: Alessandra Petrucci
Categories: Computers
Type: BOOK - Published: 2020-08-21 - Publisher: Springer

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This volume collects the extended versions of papers presented at the SIS Conference “Statistics and Data Science: new challenges, new generations”, held in