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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Vydáno v:Magn Reson Med
Hlavní autoři: Zarinabad, Niloufar, Wilson, Martin, Gill, Simrandip K, Manias, Karen A, Davies, Nigel P, Peet, Andrew C
Médium: Artigo
Jazyk:Inglês
Vydáno: John Wiley and Sons Inc. 2016
Témata:
Preclinical and Clinical Spectroscopy—Full Paper
On-line přístup: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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