Investigating machine learning techniques for MRI-based classification of brain neoplasms

被引:0
作者
Evangelia I. Zacharaki
Vasileios G. Kanas
Christos Davatzikos
机构
[1] University of Patras,Department of Computer Engineering & Informatics
[2] University of Patras,Department of Electrical and Computer Engineering
[3] University of Pennsylvania,Department of Radiology
来源
International Journal of Computer Assisted Radiology and Surgery | 2011年 / 6卷
关键词
Classification; Brain tumor; MRI; Attribute selection; Tumor grade;
D O I
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中图分类号
学科分类号
摘要
引用
收藏
页码:821 / 828
页数:7
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[1]  
Prayson RA(2000)Interobserver reproducibility among neuropathologists and surgical pathologists in fibrillary astrocytoma grading J Neurol Sci 175 33-39
[2]  
Agamanolis DP(2003)Automated classification of short echo time in in vivo 1H brain tumor spectra: a multicenter study Magn Reson Med 49 29-36
[3]  
Cohen ML(2004)Brain tumor classification by proton MR spectroscopy: comparison of diagnostic accuracy at short and long TE Am J Neuroradiol 25 1696-1704
[4]  
Estes ML(2003)Tumour grading from magnetic resonance spectroscopy: a comparison of feature extraction with variable selection Stat Med 22 147-164
[5]  
Tate AR(2007)Bagging linear sparse Bayesian learning models for variable selection in cancer diagnosis IEEE Trans Inf Technol Med 11 338-346
[6]  
Majos C(2006)Degree prediction of malignancy in brain glioma using support vector machines Comput Biol Med 36 313-325
[7]  
Huang Y(2005)The use of multivariate MR imaging intensities versus metabolic data from MR spectroscopic imaging for brain tumour classification J Magn Reson 173 218-228
[8]  
Lisboa PJG(2009)Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme Magn Reson Med 62 1609-1618
[9]  
El-Deredy W(2005)Towards integrating feature selection algorithm for classification and clustering IEEE Trans Knowl Data Eng 17 491-502
[10]  
Lu C(2003)Consistency-based search in feature selection Artif Intell 151 155-176