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Autologistic regression and multicriteria evaluation models for the prediction of forest expansion

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dc.contributor.author Triantakonstantis, DP en
dc.contributor.author Kalivas, DP en
dc.contributor.author Kollias, VJ en
dc.date.accessioned 2014-06-06T06:52:19Z
dc.date.available 2014-06-06T06:52:19Z
dc.date.issued 2013 en
dc.identifier.issn 01694286 en
dc.identifier.uri http://dx.doi.org/10.1007/s11056-012-9308-x en
dc.identifier.uri http://62.217.125.90/xmlui/handle/123456789/5960
dc.subject Analytic hierarchy process en
dc.subject Autologistic regression en
dc.subject Forest expansion en
dc.subject Land use changes en
dc.subject Ordered weighted averaging en
dc.subject ROC en
dc.subject.other Autologistic regression en
dc.subject.other Forest expansion en
dc.subject.other Land-use change en
dc.subject.other Ordered weighted averaging en
dc.subject.other ROC en
dc.subject.other Analytic hierarchy process en
dc.subject.other Conservation en
dc.subject.other Digital storage en
dc.subject.other Forestry en
dc.subject.other Heuristic methods en
dc.subject.other Land use en
dc.subject.other Logistics en
dc.subject.other Regression analysis en
dc.subject.other Forecasting en
dc.subject.other accuracy assessment en
dc.subject.other analytical hierarchy process en
dc.subject.other biodiversity en
dc.subject.other data processing en
dc.subject.other decision making en
dc.subject.other estimation method en
dc.subject.other forest ecosystem en
dc.subject.other forest management en
dc.subject.other land use change en
dc.subject.other numerical model en
dc.subject.other regression analysis en
dc.subject.other risk assessment en
dc.subject.other sustainable forestry en
dc.subject.other Forecasts en
dc.subject.other Forestry en
dc.subject.other Land Use en
dc.subject.other Materials Handling en
dc.subject.other Regression Analysis en
dc.subject.other Transport en
dc.subject.other Greece en
dc.title Autologistic regression and multicriteria evaluation models for the prediction of forest expansion en
heal.type journalArticle en
heal.identifier.primary 10.1007/s11056-012-9308-x en
heal.publicationDate 2013 en
heal.abstract Land use changes are complex ecological processes driven by the interaction of biophysical and human related factors. The prediction of forest land use changes is important for sustainable forest management and biodiversity conservation. This study investigates the modelling process of the spatial dynamics of a forest ecosystem in north eastern Greece. For the prediction of forest expansion, based on land use data of the study area, a deterministic approach using logistic regression and heuristic methods of multi-criteria evaluation is adopted. The set of factors driving forest expansion are: the slope, the distance to roads, the distance to urban areas, the distance to forest, the soil depth, the soil erosion and the influence from the land uses of the neighbourhood. The spatial autocorrelation of driving factors is addressed using an autologistic regression model. The multicriteria evaluation approach is developed using weighted linear combination (WLC) and ordered weighted averaging (OWA) methods. In WLC method the relative importance of each factor was estimated using the analytical hierarchy process. In the OWA method, decision strategies are generated using a selection of relative linguistic quantifiers, which allow different Risk in decisions. The accuracy of the models produced was tested with real data for the year 2001 using the ROC validation method. All the methods produced satisfactory results. Autologistic regression showed slightly better performance than multicriteria evaluation methods due to higher degree of objectivity in defining the importance of driving factors for forest expansion. © 2012 Springer Science+Business Media B.V. en
heal.journalName New Forests en
dc.identifier.issue 2 en
dc.identifier.volume 44 en
dc.identifier.doi 10.1007/s11056-012-9308-x en
dc.identifier.spage 163 en
dc.identifier.epage 181 en


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