Multiclass imbalance learning: Improving classification of pediatric brain tumors from magnetic resonance spectroscopy

PURPOSE: Classification of pediatric brain tumors from (1)H‐magnetic resonance spectroscopy (MRS) can aid diagnosis and management of brain tumors. However, varied incidence of the different tumor types leads to imbalanced class sizes and introduces difficulties in classifying rare tumor groups. Thi...

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Bibliografiske detaljer
Udgivet i:Magn Reson Med
Main Authors: Zarinabad, Niloufar, Wilson, Martin, Gill, Simrandip K, Manias, Karen A, Davies, Nigel P, Peet, Andrew C
Format: Artigo
Sprog:Inglês
Udgivet: John Wiley and Sons Inc. 2016
Fag:
Preclinical and Clinical Spectroscopy—Full Paper
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5484359/
https://ncbi.nlm.nih.gov/pubmed/27404900
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/mrm.26318
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