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Computational intelligence. --- Data engineering. --- Intelligence, Computational --- Artificial intelligence --- Soft computing --- Intel·ligència computacional --- Intel·ligència artificial --- Computació evolutiva --- Xarxes neuronals (Informàtica)

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This book summarizes the state of the art in generalized linear models (GLMs) and their various extensions: GAMs, mixed models and credibility, and some nonlinear variants (GNMs). In order to deal with tail events, analytical tools from Extreme Value Theory are presented. Going beyond mean modeling, it considers volatility modeling (double GLMs) and the general modeling of location, scale and shape parameters (GAMLSS). Actuaries need these advanced analytical tools to turn the massive data sets now at their disposal into opportunities. The exposition alternates between methodological aspects and case studies, providing numerical illustrations using the R statistical software. The technical prerequisites are kept at a reasonable level in order to reach a broad readership. This is the first of three volumes entitled Effective Statistical Learning Methods for Actuaries. Written by actuaries for actuaries, this series offers a comprehensive overview of insurance data analytics with applications to P&C, life and health insurance. Although closely related to the other two volumes, this volume can be read independently.

Actuarial science --- Insurance --- Linear models (Statistics) --- Actuarial science. --- Statistics . --- Actuarial Sciences. --- Statistics for Business, Management, Economics, Finance, Insurance. --- Matemàtica actuarial --- Assegurances de vida --- Estadística --- Xarxes neuronals (Informàtica) --- Models matemàtics

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Mathematical analysis. --- 517.1 Mathematical analysis --- Mathematical analysis --- Xarxes neuronals (Informàtica) --- Xarxes neurals (Informàtica) --- Xarxes neurals artificials --- Xarxes neuronals artificials --- Cibernètica --- Informàtica tova --- Intel·ligència artificial --- Computació evolutiva --- Xarxes neuronals convolucionals --- Intel·ligència computacional

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Deep learning (Machine learning) --- Geometry. --- Neural networks (Computer science) --- Artificial neural networks --- Nets, Neural (Computer science) --- Networks, Neural (Computer science) --- Neural nets (Computer science) --- Artificial intelligence --- Natural computation --- Soft computing --- Mathematics --- Euclid's Elements --- Learning, Deep (Machine learning) --- Iterative methods (Mathematics) --- Machine learning --- Aprenentatge automàtic --- Xarxes neuronals (Informàtica) --- Geometria

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This book discusses feature engineering and computational intelligence solutions for ECG monitoring, with a particular focus on how these methods can be efficiently used to address the emerging challenges of dynamic, continuous & long-term individual ECG monitoring and real-time feedback. By doing so, it provides a “snapshot” of the current research at the interface between physiological signal analysis and machine learning. It also helps clarify a number of dilemmas and encourages further investigations in this field, to explore rational applications of feature engineering and computational intelligence in ECG monitoring. The book is intended for researchers and graduate students in the field of biomedical engineering, ECG signal processing, and intelligent healthcare.

Biomedical engineering. --- Computational intelligence. --- Bioinformatics. --- Intelligence, Computational --- Artificial intelligence --- Soft computing --- Clinical engineering --- Medical engineering --- Bioengineering --- Biophysics --- Engineering --- Medicine --- Bio-informatics --- Biological informatics --- Biology --- Information science --- Computational biology --- Systems biology --- Data processing --- Biomedical Engineering/Biotechnology. --- Computational Intelligence. --- Enginyeria biomèdica --- Intel·ligència computacional --- Bioinformàtica --- Informàtica biològica --- Ciències de la informació --- Biologia computacional --- Intel·ligència artificial --- Computació evolutiva --- Xarxes neuronals (Informàtica) --- Enginyeria clínica --- Enginyeria mèdica --- Bioenginyeria --- Biofísica --- Enginyeria --- Medicina --- Electrònica mèdica --- Enginyeria de teixits --- Materials biomèdics --- Aparells i instruments mèdics