A Comparison of Machine Learning Techniques Applied to Landsat-5 TM Spectral Data for Biomass Estimation

Estimating biomass of mixed and uneven-aged forests using spectral data and a hybrid model combining regression trees and linear models

(2016) PM López-Serrano et al.   iForest-Biogeosciences and Forestry

Geospatial Estimation of above Ground Forest Biomass in the Sierra Madre Occidental in the State of Durango, Mexico

(2016) Pablito López-Serrano et al.   Forests

Evaluation of Radiometric and Atmospheric Correction Algorithms for Aboveground Forest Biomass Estimation Using Landsat 5 TM Data

(2016) Pablito López-Serrano et al.   Remote Sensing

Landsat Imagery-Based Above Ground Biomass Estimation and Change Investigation Related to Human Activities

(2016) Chaofan Wu et al.   Sustainability

Structural knowledge learning from maps for supervised land cover/use classification: Application to the monitoring of land cover/use maps in French Guiana

(2015) Meriam Bayoudh et al.   COMPUTERS & GEOSCIENCES

Evaluating the utility of the medium-spatial resolution Landsat 8 multispectral sensor in quantifying aboveground biomass in uMgeni catchment, South Africa

(2015) Timothy Dube et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Improving forest aboveground biomass estimation using seasonal Landsat NDVI time-series

(2015) Xiaolin Zhu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

A comparison of machine learning regression techniques for LiDAR-derived estimation of forest variables

(2015) J. García-Gutiérrez et al.   NEUROCOMPUTING

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

A new Bayesian ensemble of trees approach for land cover classification of satellite imagery

(2014) Reshu Agarwal et al.   CANADIAN JOURNAL OF REMOTE SENSING

A survey of remote sensing-based aboveground biomass estimation methods in forest ecosystems

(2014) Dengsheng Lu et al.   International Journal of Digital Earth

Estimating montane forest above-ground biomass in the upper reaches of the Heihe River Basin using Landsat-TM data

(2014) Xin Tian et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Characterization of aboveground biomass in an unmanaged boreal forest using Landsat temporal segmentation metrics

(2014) Ryan J. Frazier et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Above ground biomass estimation in an African tropical forest with lidar and hyperspectral data

(2014) Gaia Vaglio Laurin et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass

(2014) F.E. Fassnacht et al.   REMOTE SENSING OF ENVIRONMENT

Estimates of Aboveground Biomass from Texture Analysis of Landsat Imagery

(2014) Katharine Kelsey et al.   Remote Sensing

Geological mapping using remote sensing data: A comparison of five machine learning algorithms, their response to variations in the spatial distribution of training data and the use of explicit spatial information

(2013) Matthew J. Cracknell et al.   COMPUTERS & GEOSCIENCES

Forest Attributes Estimation Using Aerial Laser Scanner and TM Data

(2013) S. Shataee Joibary   Forest Systems

Forest Biomass Mapping of Northeastern China Using GLAS and MODIS Data

(2013) Yuzhen Zhang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Evolutionary feature selection to estimate forest stand variables using LiDAR

(2013) Jorge Garcia-Gutierrez et al.   International Journal of Applied Earth Observation and Geoinformation

A framework for mapping tree species combining hyperspectral and LiDAR data: Role of selected classifiers and sensor across three spatial scales

(2013) Aniruddha Ghosh et al.   International Journal of Applied Earth Observation and Geoinformation

Effects of national forest inventory plot location error on forest carbon stock estimation using k-nearest neighbor algorithm

(2013) Jaehoon Jung et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Using Landsat-derived disturbance and recovery history and lidar to map forest biomass dynamics

(2013) Dirk Pflugmacher et al.   REMOTE SENSING OF ENVIRONMENT

Using multilevel remote sensing and ground data to estimate forest biomass resources in remote regions: a case study in the boreal forests of interior Alaska

(2012) Hans-Erik Andersen et al.   CANADIAN JOURNAL OF REMOTE SENSING

Variable selection strategies for nearest neighbor imputation methods used in remote sensing based forest inventory

(2012) Petteri Packalén et al.   CANADIAN JOURNAL OF REMOTE SENSING

Simultaneous feature selection and SVM parameter determination in classification of hyperspectral imagery using Ant Colony Optimization

(2012) Farhad Samadzadegan et al.   CANADIAN JOURNAL OF REMOTE SENSING

Towards operational radar-only crop type classification: comparison of a traditional decision tree with a random forest classifier

(2012) B. Deschamps et al.   CANADIAN JOURNAL OF REMOTE SENSING

Support vector machine for multi-classification of mineral prospectivity areas

(2012) Maysam Abedi et al.   COMPUTERS & GEOSCIENCES

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

Connecting dynamic vegetation models to data - an inverse perspective

(2012) Florian Hartig et al.   JOURNAL OF BIOGEOGRAPHY

On the evolutionary optimization of k-NN by label-dependent feature weighting

(2012) Daniel Mateos-García et al.   PATTERN RECOGNITION LETTERS

Comparison of precision of biomass estimates in regional field sample surveys and airborne LiDAR-assisted surveys in Hedmark County, Norway

(2012) Erik Næsset et al.   REMOTE SENSING OF ENVIRONMENT

Estimating the spatial distribution of woody biomass suitable for charcoal making from remote sensing and geostatistics in central Mexico

(2012) Miguel Ángel Castillo-Santiago et al.   Energy for Sustainable Development

Improved Forest Biomass and Carbon Estimations Using Texture Measures from WorldView-2 Satellite Data

(2012) Sandra Eckert   Remote Sensing

Estimating balanced structure areas in multi-species forests on the Sierra Madre Occidental, Mexico

(2011) Christian Wehenkel et al.   ANNALS OF FOREST SCIENCE

Estimating forest attribute parameters for small areas using nearest neighbors techniques

(2011) Ronald E. McRoberts   FOREST ECOLOGY AND MANAGEMENT

Estimation of forest above-ground biomass using multi-parameter remote sensing data over a cold and arid area

(2011) Xin Tian et al.   International Journal of Applied Earth Observation and Geoinformation

Characterizing forest canopy structure with lidar composite metrics and machine learning

(2011) Kaiguang Zhao et al.   REMOTE SENSING OF ENVIRONMENT

Improving k-nearest neighbor predictions in forest inventories by combining high and low density airborne laser scanning data

(2011) Johannes Breidenbach et al.   REMOTE SENSING OF ENVIRONMENT

Non-parametric prediction and mapping of standing timber volume and biomass in a temperate forest: application of multiple optical/LiDAR-derived predictors

(2010) H. Latifi et al.   FORESTRY

Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

(2009) Salvador García et al.   INFORMATION SCIENCES

A study on the use of statistical tests for experimentation with neural networks: Analysis of parametric test conditions and non-parametric tests

(2008) Julián Luengo et al.   EXPERT SYSTEMS WITH APPLICATIONS

Spacebased estimation of moisture transport in marine atmosphere using support vector regression

(2007) X XIE et al.   REMOTE SENSING OF ENVIRONMENT