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                    <gmx:Anchor xlink:type="simple" xlink:href="http://data.europa.eu/eli/reg/2010/1089">Commission Regulation (EU) No 1089/2010 of 23 November 2010 implementing Directive 2007/2/EC of the European Parliament and of the Council as regards interoperability of spatial data sets and services</gmx:Anchor>
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                        <gco:Date>2010-12-08</gco:Date>
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            <gco:CharacterString>A new habitat map for the site was produced by analysing and interpreting the 
available acoustic data and the ground truth data collected by the dedicated 
survey of North St George's Channel rMCZ. The process is a combination of two 
approaches, statistical modelling and image analysis.

To map substrata and assemblage types across the study site, object-based 
image analysis (OBIA; Blaschke, 2010) was utilised. The technique was 
implemented in the software package eCognition® v8.8 combined with a 
predictive modelling approach using the Random Forest2 algorithm (Breiman, 
2001) application within eCognition®. This consists of a classification model 
aimed at predicting a target variable (in this case, sediment composition) 
based on exhaustively sampled auxiliary variables (in this case, the acoustic 
data). The technique has been used in previous studies to predict sediment 
type (Li et al., 2011a). Li et al. (2011b) showed that the Random Forest 
algorithm outperformed a range of other modelling techniques for predicting 
substrate type (Liaw and Wiener, 2002).</gco:CharacterString>
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