Tree Species Abundance Predictions in a Tropical Agricultural Landscape with a Supervised Classification Model and Imbalanced Data

Single-Species Detection With Airborne Imaging Spectroscopy Data: A Comparison of Support Vector Techniques

(2015) Claire A. Baldeck et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Differentiating plant species within and across diverse ecosystems with imaging spectroscopy

(2015) Keely L. Roth et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying forest canopy traits: Imaging spectroscopy versus field survey

(2015) Gregory P. Asner et al.   REMOTE SENSING OF ENVIRONMENT

Operational Tree Species Mapping in a Diverse Tropical Forest with Airborne Imaging Spectroscopy

(2015) Claire A. Baldeck et al.   PLoS One

Coexistence and environmental filtering of species-specific biomass in an African savanna

(2014) Matthew S. Colgan et al.   ECOLOGY

Pasture succession in the Neotropics: extending the nucleation hypothesis into a matrix discontinuity hypothesis

(2014) Chris J. Peterson et al.   OECOLOGIA

Good practices for estimating area and assessing accuracy of land change

(2014) Pontus Olofsson et al.   REMOTE SENSING OF ENVIRONMENT

Urban tree species mapping using hyperspectral and lidar data fusion

(2014) Michael Alonzo et al.   REMOTE SENSING OF ENVIRONMENT

Improving Remote Species Identification through Efficient Training Data Collection

(2014) Claire Baldeck et al.   Remote Sensing

Using multiple Landsat scenes in an ensemble classifier reduces classification error in a stable nearshore environment

(2013) Anders Knudby et al.   International Journal of Applied Earth Observation and Geoinformation

Estimating area from an accuracy assessment error matrix

(2013) Stephen V. Stehman   REMOTE SENSING OF ENVIRONMENT

Identifying Santa Barbara's urban tree species from AVIRIS imagery using canonical discriminant analysis

(2013) Mike Alonzo et al.   Remote Sensing Letters

Class-imbalanced classifiers for high-dimensional data

(2012) W.-J. Lin et al.   BRIEFINGS IN BIOINFORMATICS

Tree Species Discrimination in Tropical Forests Using Airborne Imaging Spectroscopy

(2012) Jean-Baptiste Feret et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points

(2012) Yang Shao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comparing endmember selection techniques for accurate mapping of plant species and land cover using imaging spectrometer data

(2012) Keely L. Roth et al.   REMOTE SENSING OF ENVIRONMENT

Mapping tree species composition in South African savannas using an integrated airborne spectral and LiDAR system

(2012) Moses Azong Cho et al.   REMOTE SENSING OF ENVIRONMENT

Tree species classification in the Southern Alps based on the fusion of very high geometrical resolution multispectral/hyperspectral images and LiDAR data

(2012) Michele Dalponte et al.   REMOTE SENSING OF ENVIRONMENT

Carnegie Airborne Observatory-2: Increasing science data dimensionality via high-fidelity multi-sensor fusion

(2012) Gregory P. Asner et al.   REMOTE SENSING OF ENVIRONMENT

Making better use of accuracy data in land change studies: Estimating accuracy and area and quantifying uncertainty using stratified estimation

(2012) Pontus Olofsson et al.   REMOTE SENSING OF ENVIRONMENT

Semi-Supervised Methods to Identify Individual Crowns of Lowland Tropical Canopy Species Using Imaging Spectroscopy and LiDAR

(2012) Jean-Baptiste Féret et al.   Remote Sensing

Species-Level Differences in Hyperspectral Metrics among Tropical Rainforest Trees as Determined by a Tree-Based Classifier

(2012) Matthew L. Clark et al.   Remote Sensing

Mapping Savanna Tree Species at Ecosystem Scales Using Support Vector Machine Classification and BRDF Correction on Airborne Hyperspectral and LiDAR Data

(2012) Matthew Colgan et al.   Remote Sensing

Benefits of hyperspectral remote sensing for tracking plant invasions

(2011) Kate S. He et al.   DIVERSITY AND DISTRIBUTIONS

The Structure and Composition of a Tropical Dry Forest Landscape After Land Clearance; Azuero Peninsula, Panama

(2011) H. P. Griscom et al.   Journal of Sustainable Forestry

Class prediction for high-dimensional class-imbalanced data

(2010) Rok Blagus et al.   BMC BIOINFORMATICS

Assessing the utility of airborne hyperspectral and LiDAR data for species distribution mapping in the coastal Pacific Northwest, Canada

(2010) Trevor G. Jones et al.   REMOTE SENSING OF ENVIRONMENT

Estimating classification error rate: Repeated cross-validation, repeated hold-out and bootstrap

(2009) Ji-Hyun Kim   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Learning from Imbalanced Data

(2009) Haibo He et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A systematic analysis of performance measures for classification tasks

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

A kernel functions analysis for support vector machines for land cover classification

(2009) T. Kavzoglu et al.   International Journal of Applied Earth Observation and Geoinformation

CLASSIFICATION OF IMBALANCED DATA: A REVIEW

(2009) YANMIN SUN et al.   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

Margin calibration in SVM class-imbalanced learning

(2009) Chan-Yun Yang et al.   NEUROCOMPUTING

High resolution satellite imagery for tropical biodiversity studies: the devil is in the detail

(2008) Harini Nagendra et al.   BIODIVERSITY AND CONSERVATION

SVMs Modeling for Highly Imbalanced Classification

(2008) Yuchun Tang et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

On the accuracy of landscape pattern analysis using remote sensing data

(2008) Guofan Shao et al.   LANDSCAPE ECOLOGY

Classification of Australian forest communities using aerial photography, CASI and HyMap data

(2008) Richard Lucas et al.   REMOTE SENSING OF ENVIRONMENT