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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Shranjeno v:
Bibliografske podrobnosti
izdano v:Magn Reson Med
Main Authors: Zarinabad, Niloufar, Wilson, Martin, Gill, Simrandip K, Manias, Karen A, Davies, Nigel P, Peet, Andrew C
Format: Artigo
Jezik:Inglês
Izdano: John Wiley and Sons Inc. 2016
Teme:
Preclinical and Clinical Spectroscopy—Full Paper
Online dostop: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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