Forest attribute imputation using machine-learning methods and ASTER data: comparison of k-NN, SVR and random forest regression algorithms

Subpixel Urban Land Cover Estimation

(2013) Jeffrey T. Walton   PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING

Comparison of nearest neighbour approaches for small area estimation of tree species-specific forest inventory attributes in central Europe using airborne laser scanner data

(2010) Johannes Breidenbach et al.   EUROPEAN JOURNAL OF FOREST RESEARCH

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

Modelling forest stand volume and tree density using Landsat ETM+ data

(2010) J. Mohammadi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Imputation of single-tree attributes using airborne laser scanning-based height, intensity, and alpha shape metrics

(2010) Jari Vauhkonen et al.   REMOTE SENSING OF ENVIRONMENT

Estimating plot-level forest structural attributes using high spectral resolution ASTER satellite data in even-agedEucalyptusplantations in southern KwaZulu-Natal, South Africa

(2010) MT Gebreslasie et al.   Southern Forests

Comparison of different non-parametric growth imputation methods in the presence of correlated observations

(2009) S. Sironen et al.   FORESTRY

A comparative analysis of kNN and decision tree methods for the Irish National Forest Inventory

(2009) Daniel O. McInerney et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

An improved SVM method P‐SVM for classification of remotely sensed data

(2008) R. Zhang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimation of stand volumes using the k-nearest neighbors method in Kyushu, Japan

(2008) Tsuyoshi Kajisa et al.   Journal of Forest Research

Nearest neighbor imputation of species-level, plot-scale forest structure attributes from LiDAR data

(2008) Andrew T. Hudak et al.   REMOTE SENSING OF ENVIRONMENT

Diagnostic tools for nearest neighbors techniques when used with satellite imagery

(2008) Ronald E. McRoberts   REMOTE SENSING OF ENVIRONMENT

Estimating aboveground carbon in a catchment of the Siberian forest tundra: Combining satellite imagery and field inventory

(2008) Hans Fuchs et al.   REMOTE SENSING OF ENVIRONMENT