Comparing Modeling Methods for Predicting Forest Attributes Using LiDAR Metrics and Ground Measurements

Linear Models for Airborne-Laser-Scanning-Based Operational Forest Inventory With Small Field Sample Size and Highly Correlated LiDAR Data

(2015) Virpi Junttila et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

yaImpute: AnRPackage forkNN Imputation

(2015) Nicholas L. Crookston et al.   Journal of Statistical Software

Imputing Forest Structure Attributes from Stand Inventory and Remotely Sensed Data in Western Oregon, USA

(2014) Andrew T. Hudak et al.   FOREST SCIENCE

A Review of Methods for Mapping and Prediction of Inventory Attributes for Operational Forest Management

(2014) Kimberley D. Brosofske et al.   FOREST SCIENCE

Evaluation of the spatial linear model, random forest and gradient nearest-neighbour methods for imputing potential productivity and biomass of the Pacific Northwest forests

(2014) H. Temesgen et al.   FORESTRY

Forest Biomass and Carbon Stock Quantification Using Airborne LiDAR Data: A Case Study Over Huntington Wildlife Forest in the Adirondack Park

(2014) Manqi Li et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Mapping by spatial predictors exploiting remotely sensed and ground data: A comparative design-based perspective

(2014) Piermaria Corona et al.   REMOTE SENSING OF ENVIRONMENT

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 Comparison of the Spatial Linear Model to Nearest Neighbor (k-NN) Methods for Forestry Applications

(2013) Jay M. Ver Hoef et al.   PLoS One

Retrieval of Forest Aboveground Biomass and Stem Volume with Airborne Scanning LiDAR

(2013) Ville Kankare et al.   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

Evaluation of most similar neighbour and random forest methods for imputing forest inventory variables using data from target and auxiliary stands

(2012) Hooman Latifi et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Estimating biomass in Hedmark County, Norway using national forest inventory field plots and airborne laser scanning

(2012) Terje Gobakken et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying aboveground forest carbon pools and fluxes from repeat LiDAR surveys

(2012) Andrew T. Hudak et al.   REMOTE SENSING OF ENVIRONMENT

Lidar sampling for large-area forest characterization: A review

(2012) Michael A. Wulder et al.   REMOTE SENSING OF ENVIRONMENT

ALS-based estimation of plot volume and site index in a eucalyptus plantation with a nonlinear mixed-effect model that accounts for the clone effect

(2011) Petteri Packalén et al.   ANNALS OF FOREST SCIENCE

The influence of sampling density on geographically weighted regression: a case study using forest canopy height and optical data

(2011) Gang Chen et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Landscape-scale parameterization of a tree-level forest growth model: a k-nearest neighbor imputation approach incorporating LiDAR data

(2010) Michael J. Falkowski et al.   CANADIAN JOURNAL OF FOREST RESEARCH

Quantifying Bufo boreas connectivity in Yellowstone National Park with landscape genetics

(2010) Melanie A. Murphy et al.   ECOLOGY

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

Different plot selection strategies for field training data in ALS-assisted forest inventory

(2010) M. Maltamo et al.   FORESTRY

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

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

Using remotely sensed data to construct and assess forest attribute maps and related spatial products

(2010) Ronald E. McRoberts et al.   SCANDINAVIAN JOURNAL OF FOREST RESEARCH

Mapping wildland fuels and forest structure for land management: a comparison of nearest neighbor imputation and other methods

(2009) Kenneth B. Pierce et al.   CANADIAN JOURNAL OF FOREST RESEARCH

The importance of accounting for spatial and temporal correlation in analyses of ecological data

(2009) Jennifer A. Hoeting   ECOLOGICAL APPLICATIONS

Neural Networks for the Prediction of Species-Specific Plot Volumes Using Airborne Laser Scanning and Aerial Photographs

(2009) H. Niska et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Improved estimates of forest vegetation structure and biomass with a LiDAR-optimized sampling design

(2009) Todd J. Hawbaker et al.   JOURNAL OF GEOPHYSICAL RESEARCH

The roles of nearest neighbor methods in imputing missing data in forest inventory and monitoring databases

(2009) Bianca N. I. Eskelson et al.   SCANDINAVIAN JOURNAL OF FOREST RESEARCH

Estimating stand structural details using nearest neighbor analyses to link ground data, forest cover maps, and Landsat imagery

(2008) Valerie LeMay et al.   REMOTE SENSING OF ENVIRONMENT

Estimation of above- and below-ground biomass across regions of the boreal forest zone using airborne laser

(2008) Erik Næsset et al.   REMOTE SENSING OF ENVIRONMENT

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

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