Spatial location and ecological content of support vectors in an SVM classification of tropical vegetation

The Support Vector Machines (SVM) are increasingly far-reaching in remotely sensed data classification. As supervised classifiers, the SVM output depends on the input pixels, pointing out that training is potentially an important stage for optimizing classification accuracy. The SVM consist in proje...

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Bibliographic Details
Published in:	Remote Sensing Letters Vol. 4; no. 7; pp. 686 - 695
Main Authors:	Pouteau, Robin, Collin, Antoine
Format:	Journal Article
Language:	English
Published:	Abingdon Taylor & Francis 01.07.2013 Informa UK Limited Taylor & Francis Ltd Taylor and Francis
Subjects:	[INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM] [INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation [INFO.INFO-NE]Computer Science [cs]/Neural and Evolutionary Computing [cs.NE] [INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV] [INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing [SDE.BE]Environmental Sciences/Biodiversity and Ecology [SDE.ES]Environmental Sciences/Environment and Society [SDE.IE]Environmental Sciences/Environmental Engineering [SDE.MCG]Environmental Sciences/Global Changes [SDV.EE.ECO]Life Sciences [q-bio]/Ecology, environment/Ecosystems [SHS.GEO]Humanities and Social Sciences/Geography [SPI.ACOU]Engineering Sciences [physics]/Acoustics [physics.class-ph] [SPI.ELEC]Engineering Sciences [physics]/Electromagnetism [SPI.OPTI]Engineering Sciences [physics]/Optics / Photonic [SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing [STAT.ME]Statistics [stat]/Methodology [stat.ME] [STAT.ML]Statistics [stat]/Machine Learning [stat.ML] Acoustics Animal and plant ecology Animal, plant and microbial ecology Applied geophysics Biodiversity and Ecology Bioinformatics Biological and medical sciences Classification Computer Science Earth sciences Earth, ocean, space ecology Ecology, environment Ecosystems ecotones Electromagnetism Engineering Sciences Environment and Society Environmental Engineering Environmental Sciences Exact sciences and technology Fundamental and applied biological sciences. Psychology Geography Global Changes Humanities and Social Sciences Hyperplanes Image Processing Internal geophysics Life Sciences Machine Learning Mathematical analysis Methodology Modeling and Simulation Neural and Evolutionary Computing Optics Photonic Pixels Polynesia Remote sensing Signal and Image Processing Statistics Support vector machines surveys SVM Synecology Terrestrial ecosystems Vectors (mathematics) Vegetation vegetation types iterative methods accuracy remote sensing vegetation classification Pixel ecology Polynesia SVM
ISSN:	2150-7058, 2150-704X, 2150-7058
Online Access:	Get full text
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