Partial Least Squares Regression

Estimating Fractional Shrub Cover Using Simulated EnMAP Data: A Comparison of Three Machine Learning Regression Techniques
Anthropogenic interventions in natural and semi-natural ecosystems often lead to substantial changes in their functioning and may …
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Assessing Floristic Composition with Multispectral Sensors—A Comparison Based on Monotemporal and Multiseasonal Field Spectra
Assessing and mapping patterns of (semi-)natural vegetation types at a large spatial scale is a difficult task. The challenge increases …
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Modeling Species Distribution Using Niche-Based Proxies Derived from Composite Bioclimatic Variables and MODIS NDVI
Vegetation mapping based on niche theory has proven useful in understanding the rules governing species assembly at various spatial …
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Combining Isomap Ordination and Imaging Spectroscopy to Map Continuous Floristic Gradients in a Heterogeneous Landscape
Mapping requires a meaningful generalization of information. For vegetation maps, classification is frequently used to generalize the …
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Comparing Different Multivariate Calibration Methods for the Determination of Soil Organic Carbon Pools with Visible to near Infrared Spectroscopy
A successful determination of spectrally active soil components with visible and near infrared reflectance spectroscopy (VIS-NIRS, …
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Use of Near-infrared Spectroscopy to Distinguish Carbon and Nitrogen Originating from Char and Forest-floor Material in Soils: Usefulness of a Genetic Algorithm
Abstract Several algorithms exist for the calibration procedures of near-infrared spectra in soil-scientific studies, but the potential …
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On Variable Relations between Vegetation Patterns and Canopy Reflectance
Statistical relations between the species composition of plant assemblages and canopy reflectance are frequently employed in remote …
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Mapping Continuous Fields of Forest Alpha and Beta Diversity
Abstract Question: How to map continuous fields of forest alpha and beta diversity in remote areas, based on easily accessible spatial …
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A Spectroscopic Approach to Assess Trace--Heavy Metal Contents in Contaminated Floodplain Soils emphvia Spectrally Active Soil Components
Abstract Soil samples from grassland plots in the Hase floodplain near Osnabrück (NW Germany) were analyzed using visible and …
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Estimation of Some Chemical Properties of an Agricultural Soil by Spectroradiometric Measurements
The contents of nitrogen and organic carbon in an agricultural soil were analyzed using reflectance measurements (n = 52) performed …
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