Identifying appropriate spatial scales of predictors in species distribution models with the random forest algorithm

Multiple habitat associations: the role of offsite habitat in determining onsite avian density and species richness

(2011) Martin Dallimer et al.   ECOGRAPHY

Prediction of National Vegetation Classification communities in the British uplands using environmental data at multiple spatial scales, aerial images and the classifier random forest

(2011) Ute Bradter et al.   JOURNAL OF APPLIED ECOLOGY

Modelling species distribution at multiple spatial scales: gibbon habitat preferences in a fragmented landscape

(2010) T. N. E. Gray et al.   ANIMAL CONSERVATION

The behaviour of random forest permutation-based variable importance measures under predictor correlation

(2010) Kristin K Nicodemus et al.   BMC BIOINFORMATICS

Spatial autocorrelation and the scaling of species–environment relationships

(2010) H. J. de Knegt et al.   ECOLOGY

Habitat area, quality and connectivity: striking the balance for efficient conservation

(2010) Jenny A. Hodgson et al.   JOURNAL OF APPLIED ECOLOGY

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Predictor correlation impacts machine learning algorithms: implications for genomic studies

(2009) K. K. Nicodemus et al.   BIOINFORMATICS

Random Forest characterization of upland vegetation and management burning from aerial imagery

(2009) Daniel S. Chapman et al.   JOURNAL OF BIOGEOGRAPHY

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

Factors limiting our understanding of ecological scale

(2008) Matthew Wheatley et al.   Ecological Complexity

Empirical characterization of random forest variable importance measures

(2007) Kellie J. Archer et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS