Advanced Bayesian Networks with Comparative Probability

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82,90 

A new approach to the theory of probability and its applications to aviation safety and intensive care units

ISBN: 3659490202
ISBN 13: 9783659490200
Autor: Ali, Ali Hilal
Verlag: LAP LAMBERT Academic Publishing
Umfang: 280 S.
Erscheinungsdatum: 24.12.2013
Auflage: 1/2013
Format: 1.7 x 22 x 15
Gewicht: 435 g
Produktform: Kartoniert
Einband: KT

Beschreibung

The main purpose of this research is to enhance the current procedures of designing decision support systems (DSSs) used by decision-makers to comprehend the current situation better in cases where the available amount of information required to make an informed decision is limited. It has been suggested that the highest level of situation awareness can be achieved by a thorough grasp of particular key elements that, if put together, will synthesize the current status of an environment. The research resulted in a new innovated theory that combines the philosophical comparative approach to probability, the frequency interpretation of probability, dynamic Bayesian networks and the expected utility theory. It enables engineers to write self-learning algorithms that use example of behaviours to model situations, evaluate and make decisions, diagnose problems, and/or find the most probable consequences in real-time.

Autorenporträt

Dr. Ali Hilal Ali received the PhD degree from the School of Computing and Communication Systems, Lancaster University, Lancaster, UK. His main research interests are Artificial Intelligence, Bayesian Networks, aviation safety and security.

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