Simulating Urban Growth Using a Random Forest-Cellular Automata (RF-CA) Model

Comparing three global parametric and local non-parametric models to simulate land use change in diverse areas of the world

(2014) Amin Tayyebi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Predictive modelling of gold potential with the integration of multisource information based on random forest: a case study on the Rodalquilar area, Southern Spain

(2014) V.F. Rodriguez-Galiano et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

The total operating characteristic to measure diagnostic ability for multiple thresholds

(2014) Robert Gilmore Pontius Jr et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Recommendations for using the relative operating characteristic (ROC)

(2014) Robert Gilmore Pontius et al.   LANDSCAPE ECOLOGY

Modeling multiple land use changes using ANN, CART and MARS: Comparing tradeoffs in goodness of fit and explanatory power of data mining tools

(2013) Amin Tayyebi et al.   International Journal of Applied Earth Observation and Geoinformation

Comparative performance of logistic regression and survival analysis for detecting spatial predictors of land-use change

(2013) Ninghua Wang et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Genetic Algorithms for the Calibration of Cellular Automata Urban Growth Modeling

(2013) Jie Shan et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Multisource Classification Using Support Vector Machines

(2013) Pakorn Watanachaturaporn et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

A Geographic Object-based Approach in Cellular Automata Modeling

(2013) Niandry Moreno et al.   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

The Performance of Random Forests in an Operational Setting for Large Area Sclerophyll Forest Classification

(2013) Andrew Mellor et al.   Remote Sensing

A Suite of Tools for ROC Analysis of Spatial Models

(2013) Jean-François Mas et al.   ISPRS International Journal of Geo-Information

Collinearity: a review of methods to deal with it and a simulation study evaluating their performance

(2012) Carsten F. Dormann et al.   ECOGRAPHY

Random Forest classification of Mediterranean land cover using multi-seasonal imagery and multi-seasonal texture

(2012) V.F. Rodriguez-Galiano et al.   REMOTE SENSING OF ENVIRONMENT

Revisiting Kappa to account for change in the accuracy assessment of land-use change models

(2011) Jasper van Vliet et al.   ECOLOGICAL MODELLING

Predictive ability of logistic regression, auto-logistic regression and neural network models in empirical land-use change modeling – a case study

(2010) Yu-Pin Lin et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Mapping megacity growth with multi-sensor data

(2009) Patrick Griffiths et al.   REMOTE SENSING OF ENVIRONMENT

Calibration of a fuzzy cellular automata model of urban dynamics in Saudi Arabia

(2008) Khalid Al-Ahmadi et al.   Ecological Complexity

Simulating complex urban development using kernel-based non-linear cellular automata

(2008) Xiaoping Liu et al.   ECOLOGICAL MODELLING

Cellular automata for simulating land use changes based on support vector machines

(2007) Qingsheng Yang et al.   COMPUTERS & GEOSCIENCES

Object-oriented change detection for the city of Harare, Zimbabwe

(2007) Ruvimbo Gamanya et al.   EXPERT SYSTEMS WITH APPLICATIONS