Less is more: optimizing classification performance through feature selection in a very-high-resolution remote sensing object-based urban application

A boosted decision tree approach using Bayesian hyper-parameter optimization for credit scoring

(2017) Yufei Xia et al.   EXPERT SYSTEMS WITH APPLICATIONS

Maximum relevance minimum common redundancy feature selection for nonlinear data

(2017) Jinxing Che et al.   INFORMATION SCIENCES

A review of supervised object-based land-cover image classification

(2017) Lei Ma et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Examining the NDVI-rainfall relationship in the semi-arid Sahel using geographically weighted regression

(2017) Stefanos Georganos et al.   JOURNAL OF ARID ENVIRONMENTS

An Open-Source Semi-Automated Processing Chain for Urban Object-Based Classification

(2017) Taïs Grippa et al.   Remote Sensing

Detecting the Early Stage of Phaeosphaeria Leaf Spot Infestations in Maize Crop Using In Situ Hyperspectral Data and Guided Regularized Random Forest Algorithm

(2017) Elhadi Adam et al.   Journal of Spectroscopy

Evaluation of Feature Selection Methods for Object-Based Land Cover Mapping of Unmanned Aerial Vehicle Imagery Using Random Forest and Support Vector Machine Classifiers

(2017) Lei Ma et al.   ISPRS International Journal of Geo-Information

A systematic comparison of different object-based classification techniques using high spatial resolution imagery in agricultural environments

(2016) Manchun Li et al.   International Journal of Applied Earth Observation and Geoinformation

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Bioactive Molecule Prediction Using Extreme Gradient Boosting

(2016) Ismail Babajide Mustapha et al.   MOLECULES

Correlation and variable importance in random forests

(2016) Baptiste Gregorutti et al.   STATISTICS AND COMPUTING

Geostatistical modelling of the malaria risk in Mozambique: effect of the spatial resolution when using remotely-sensed imagery

(2015) Federica Giardina et al.   Geospatial Health

Super-resolution mapping of wetland inundation from remote sensing imagery based on integration of back-propagation neural network and genetic algorithm

(2015) Linyi Li et al.   REMOTE SENSING OF ENVIRONMENT

Unbiased Feature Selection in Learning Random Forests for High-Dimensional Data

(2015) Thanh-Tung Nguyen et al.   TheScientificWorldJOURNAL

Object-based classification with rotation forest ensemble learning algorithm using very-high-resolution WorldView-2 image

(2015) Taskin Kavzoglu et al.   Remote Sensing Letters

Optimal Combination of Classification Algorithms and Feature Ranking Methods for Object-Based Classification of Submeter Resolution Z/I-Imaging DMC Imagery

(2015) Fulgencio Cánovas-García et al.   Remote Sensing

Unbiased Feature Selection in Learning Random Forests for High-Dimensional Data

(2015) Thanh-Tung Nguyen et al.   Scientific World Journal

Image Segmentation Parameter Optimization Considering Within- and Between-Segment Heterogeneity at Multiple Scale Levels: Test Case for Mapping Residential Areas Using Landsat Imagery

(2015) Brian Johnson et al.   ISPRS International Journal of Geo-Information

A novel method for assessing the segmentation quality of high-spatial resolution remote-sensing images

(2014) Jiehai Cheng et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Object-oriented mapping of urban trees using Random Forest classifiers

(2013) Anne Puissant et al.   International Journal of Applied Earth Observation and Geoinformation

An assessment of the effectiveness of a rotation forest ensemble for land-use and land-cover mapping

(2013) Taskin Kavzoglu et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Impact of feature selection on the accuracy and spatial uncertainty of per-field crop classification using Support Vector Machines

(2013) F. Löw et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Geographic Object-Based Image Analysis – Towards a new paradigm

(2013) Thomas Blaschke et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping

(2013) Luca Demarchi et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

An SVM Ensemble Approach Combining Spectral, Structural, and Semantic Features for the Classification of High-Resolution Remotely Sensed Imagery

(2012) Xin Huang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Multi-scale object-based image analysis and feature selection of multi-sensor earth observation imagery using random forests

(2012) Dennis C. Duro et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

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

GRASS GIS: A multi-purpose open source GIS

(2011) Markus Neteler et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A comparison of three feature selection methods for object-based classification of sub-decimeter resolution UltraCam-L imagery

(2011) A.S. Laliberte et al.   International Journal of Applied Earth Observation and Geoinformation

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

(2010) Kristin K Nicodemus et al.   BMC BIOINFORMATICS

Sensitivity of Support Vector Machines to Random Feature Selection in Classification of Hyperspectral Data

(2010) Björn Waske et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Feature Selection for Classification of Hyperspectral Data by SVM

(2010) Mahesh Pal et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Texture and Scale in Object-Based Analysis of Subdecimeter Resolution Unmanned Aerial Vehicle (UAV) Imagery

(2009) A.S. Laliberte et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Object based image analysis for remote sensing

(2009) T. Blaschke   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Feature subset selection in large dimensionality domains

(2009) Iffat A. Gheyas et al.   PATTERN RECOGNITION

An object-based method for mapping and change analysis in mangrove ecosystems

(2008) Giulia Conchedda et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Evaluation of Random Forest and Adaboost tree-based ensemble classification and spectral band selection for ecotope mapping using airborne hyperspectral imagery

(2008) Jonathan Cheung-Wai Chan et al.   REMOTE SENSING OF ENVIRONMENT