Machine Learning and Non-Linear Dynamics to the Rescue: Assessment and Prediction of Cardiovascular Status for Decision-Support during Cardiac Arrest - Couverture souple

Shandilya, Sharad

 
9783639700299: Machine Learning and Non-Linear Dynamics to the Rescue: Assessment and Prediction of Cardiovascular Status for Decision-Support during Cardiac Arrest
Couverture souple
ISBN 10 : 3639700295 ISBN 13 : 9783639700299
Editeur : Scholars' Press, 2013

Synopsis

In this book, new methods of feature extraction, feature selection, stochastic data characterization (modeling), variance reduction, and measures for parametric discrimination are proposed. These methods have implications for data mining (knowledge extraction), machine learning (predictive modeling), and information theory. A novel decision-support system is developed in order to guide intervention during cardiac arrest. The models that form components of this system are built upon knowledge extracted with signal-processing, non-linear dynamic and machine-learning methods.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

In this book, new methods of feature extraction, feature selection, stochastic data characterization (modeling), variance reduction, and measures for parametric discrimination are proposed. These methods have implications for data mining (knowledge extraction), machine learning (predictive modeling), and information theory. A novel decision-support system is developed in order to guide intervention during cardiac arrest. The models that form components of this system are built upon knowledge extracted with signal-processing, non-linear dynamic and machine-learning methods.

Biographie de l'auteur

Sharad Shandilya has a doctorate in computer science with research interests spanning machine learning, non-linear dynamics and decision theory. He enjoys creating technologies that operate in non-deterministic, non-stationary domains represented by real-world settings with uncertainty abound.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Scholars' Press
Date d'édition
2013
Langue
anglais
ISBN 10 
3639700295
ISBN 13 
9783639700299
Reliure
Broché
Nombre de pages
88
Coordonnées du fabricant
non disponible
Personne responsable
non disponible