TY  - GEN
N2  - 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.
DO  - 10.1007/978-3-031-15509-3
DO  - doi
AB  - 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.
T1  - Building bridges between soft and statistical methodologies for data science /
AU  - García-Escudero, Luis A.
AU  - Gordaliza, Alfonso,
AU  - Mayo, Agustín,
AU  - Lubiano Gomez, María Asunción,
AU  - Gil, María Á.
AU  - Grzegorzewski, Przemysław,
AU  - Hryniewicz, Olgierd,
VL  - volume 1433
CN  - QA76.9.B45
N1  - Includes author index.
ID  - 1452878
KW  - Big data
KW  - Soft computing
KW  - Electronic data processing
SN  - 9783031155093
SN  - 3031155092
TI  - Building bridges between soft and statistical methodologies for data science /
LK  - https://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-15509-3
UR  - https://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-15509-3
ER  -