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Control-Group Feature Normalization for Multivariate Pattern Analysis of Structural MRI Data using the Support Vector Machine

Normalization of feature vector values is a common practice in machine learning. Generally, each feature value is standardized to the unit hypercube or by normalizing to zero mean and unit variance. Classification decisions based on support vector machines (SVMs) or by other methods are sensitive to...

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Publicado en:Neuroimage
Main Authors: Linn, Kristin A., Gaonkar, Bilwaj, Satterthwaite, Theodore D., Doshi, Jimit, Davatzikos, Christos, Shinohara, Russell T.
Formato: Artigo
Idioma:Inglês
Publicado: 2016
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Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC4851898/
https://ncbi.nlm.nih.gov/pubmed/26915498
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.neuroimage.2016.02.044
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