Considering missing information in 3D weights of evidence modelling, an example from the Drummond Basin, Queensland, Australia

Feltrin, Leonardo, and Scott, Margaretha (2010) Considering missing information in 3D weights of evidence modelling, an example from the Drummond Basin, Queensland, Australia. In: Proceedings of the 10th Biennial Meeting of the the SGA 2009 (2) pp. 889-891. From: 10th Biennial Meeting of the SGA 2009, 17-20 August 2009, Townsville, QLD, Australia.

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Abstract

This work discusses an application of GEOPAT3D, a software tool designed to integrate indicator patterns in three-dimensional space by using the Bayes' rule of combination. Bayesian logic is used to combine spatial evidence as in the Weights of Evidence method, a geostatistical approach that has seen extensive application in GIS analysis in several fields of science, including medicine and geology. A case study is considered here to illustrate the software usage and discuss advantages and limitations encountered when performing this type of spatial analysis in 3D. A posterior probability model was developed by 3D Weights of Evidence analysis of a 3D data set representative of the northern part of the Drummond Basin. Scope of this analysis was to estimate favourability indexes indicating the likelihood of finding a mineral deposit of low-sulphidation style in the selected region. Recent results led to the inclusion of a MI (Missing Information) class, which improves OT and NOT test results for the statistical acceptance of the CI (Conditional Independence) level of violation.

Item ID: 22978
Item Type: Conference Item (Research - E1)
ISBN: 978-0-9805-5868-5
Keywords: 3D modelling, weights of evidence, missing information, Bayesian approach, Epithermal Au-Ag
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Date Deposited: 15 Aug 2012 05:32
FoR Codes: 04 EARTH SCIENCES > 0403 Geology > 040301 Basin Analysis @ 100%
SEO Codes: 97 EXPANDING KNOWLEDGE > 970104 Expanding Knowledge in the Earth Sciences @ 100%
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