Title :
Information of Joint and Marginal Probability Distributions
Author_Institution :
Fac. of Mech. Eng. & Naval Archit., Zagreb
Abstract :
The paper in the first place reviews the information and the uncertainty measures of joint and marginal probability distributions of the sets and subsets of random events. Next it reminds on the relations of the unconditional and conditional entropy of joint and marginal distributions and their combinations. Then it elaborates the ways how these measures can be applied in the sea surface uncertainty evaluation, that is, how to gain the information from the wave properties visually observed and brought together in the global wave statistics. Furthermore, the examples offered demonstrate the computational procedures for the sea surface uncertainty evaluation and prospective usefulness of the information obtainable from the joint and marginal distributions of observed explicit and combined wave properties.
Keywords :
geophysical techniques; geophysics computing; random processes; set theory; statistical distributions; uncertainty handling; conditional entropy; global wave statistics; joint probability distribution; marginal probability distribution; random events; sea surface uncertainty evaluation; subsets; uncertainty measures; unconditional entropy; Distributed computing; Entropy; Information theory; Probability distribution; Scattering; Sea measurements; Sea surface; Statistical distributions; Surface waves; Uncertainty; Global Wave Statistics; entropy; information; probability; uncertainty; waves;
Conference_Titel :
Information Technology Interfaces, 2007. ITI 2007. 29th International Conference on
Conference_Location :
Cavtat
Print_ISBN :
953-7138-10-0
Electronic_ISBN :
1330-1012
DOI :
10.1109/ITI.2007.4283770