Predictive soil map**: a review

P Scull, J Franklin, OA Chadwick… - Progress in Physical …, 2003 - journals.sagepub.com
Predictive soil map** (PSM) can be defined as the development of a numerical or
statistical model of the relationship among environmental variables and soil properties …

A review of supervised machine learning algorithms and their applications to ecological data

C Crisci, B Ghattas, G Perera - Ecological Modelling, 2012 - Elsevier
In this paper we present a general overview of several supervised machine learning (ML)
algorithms and illustrate their use for the prediction of mass mortality events in the coastal …

A standard protocol for reporting species distribution models

D Zurell, J Franklin, C König, PJ Bouchet… - …, 2020 - Wiley Online Library
Species distribution models (SDMs) constitute the most common class of models across
ecology, evolution and conservation. The advent of ready‐to‐use software packages and …

A comprehensive evaluation of predictive performance of 33 species distribution models at species and community levels

A Norberg, N Abrego, FG Blanchet… - Ecological …, 2019 - Wiley Online Library
A large array of species distribution model (SDM) approaches has been developed for
explaining and predicting the occurrences of individual species or species assemblages …

An assessment of the effectiveness of a random forest classifier for land-cover classification

VF Rodriguez-Galiano, B Ghimire, J Rogan… - ISPRS journal of …, 2012 - Elsevier
Land cover monitoring using remotely sensed data requires robust classification methods
which allow for the accurate map** of complex land cover and land use categories …

[CITA][C] Map** species distributions: spatial inference and prediction

J Franklin - 2009 - books.google.com
Maps of species' distributions or habitat suitability are required for many aspects of
environmental research, resource management and conservation planning. These include …

Predictive habitat distribution models in ecology

A Guisan, NE Zimmermann - Ecological modelling, 2000 - Elsevier
With the rise of new powerful statistical techniques and GIS tools, the development of
predictive habitat distribution models has rapidly increased in ecology. Such models are …

Generalized linear and generalized additive models in studies of species distributions: setting the scene

A Guisan, TC Edwards Jr, T Hastie - Ecological modelling, 2002 - Elsevier
An important statistical development of the last 30 years has been the advance in regression
analysis provided by generalized linear models (GLMs) and generalized additive models …

Newer classification and regression tree techniques: bagging and random forests for ecological prediction

AM Prasad, LR Iverson, A Liaw - Ecosystems, 2006 - Springer
The task of modeling the distribution of a large number of tree species under future climate
scenarios presents unique challenges. First, the model must be robust enough to handle …

[LLIBRE][B] Terrain analysis: principles and applications

JP Wilson, JC Gallant - 2000 - books.google.com
The only reference on the use of GIS and related technologies in terrain analysis In this
landmark publication, reflecting the collaborative effort of thirteen research groups based in …