A comparison of machine learning approaches for identifying high-poverty counties: robust features of DMSP/OLS night-time light imagery

Mapping poverty using mobile phone and satellite data

(2017) Jessica E. Steele et al.   Journal of the Royal Society Interface

Optimized Sample Selection in SVM Classification by Combining with DMSP-OLS, Landsat NDVI and GlobeLand30 Products for Extracting Urban Built-Up Areas

(2017) Xiaolong Ma et al.   Remote Sensing

Detecting spatiotemporal dynamics of global electric power consumption using DMSP-OLS nighttime stable light data

(2016) Kaifang Shi et al.   APPLIED ENERGY

A Robust Method to Generate a Consistent Time Series From DMSP/OLS Nighttime Light Data

(2016) Qingling Zhang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Bats perceptually weight prey cues across sensory systems when hunting in noise

(2016) D. G. E. Gomes et al.   SCIENCE

Night-time light derived estimation of spatio-temporal characteristics of urbanization dynamics using DMSP/OLS satellite data

(2015) Ting Ma et al.   REMOTE SENSING OF ENVIRONMENT

Intercalibration of DMSP-OLS night-time light data by the invariant region method

(2013) Jiansheng Wu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Exploring factors affecting the relationship between light consumption and GDP based on DMSP/OLS nighttime satellite imagery

(2013) Jiansheng Wu et al.   REMOTE SENSING OF ENVIRONMENT

Detecting Zimbabwe’s Decadal Economic Decline Using Nighttime Light Imagery

(2013) Xi Li et al.   Remote Sensing

Poverty assessment using DMSP/OLS night-time light satellite imagery at a provincial scale in China

(2012) Wen Wang et al.   ADVANCES IN SPACE RESEARCH

High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm

(2012) Onisimo Mutanga et al.   International Journal of Applied Earth Observation and Geoinformation

Night on Earth: Mapping decadal changes of anthropogenic night light in Asia

(2012) Christopher Small et al.   International Journal of Applied Earth Observation and Geoinformation

Extracting the dynamics of urban expansion in China using DMSP-OLS nighttime light data from 1992 to 2008

(2012) Zhifeng Liu et al.   LANDSCAPE AND URBAN PLANNING

High spatial resolution night-time light images for demographic and socio-economic studies

(2012) Noam Levin et al.   REMOTE SENSING OF ENVIRONMENT

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

Classifier ensemble construction with rotation forest to improve medical diagnosis performance of machine learning algorithms

(2011) Akin Ozcift et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

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

(2011) V.F. Rodriguez-Galiano et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A global poverty map derived from satellite data

(2009) Christopher D. Elvidge et al.   COMPUTERS & GEOSCIENCES

A systematic analysis of performance measures for classification tasks

(2009) Marina Sokolova et al.   INFORMATION PROCESSING & MANAGEMENT

Modelling the population density of China at the pixel level based on DMSP/OLS non‐radiance‐calibrated night‐time light images

(2009) L. Zhuo et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A comparison of the performance of threshold criteria for binary classification in terms of predicted prevalence and kappa

(2008) Elizabeth A. Freeman et al.   ECOLOGICAL MODELLING