Diagnosis of Brain Tumours from Magnetic Resonance Spectroscopy using Wavelets and Neural Networks

被引:6
作者
Arizmendi, Carlos [1 ]
Hernandez-Tamames, Juan [2 ]
Romero, Enrique [1 ]
Vellido, Alfredo [1 ]
del Pozo, Francisco [3 ]
机构
[1] Tech Univ Catalonia, Dept Comp Languages & Syst, Barcelona, Spain
[2] Rey Juan Carlos Univ, Dept Elect Technol, Madrid 28933, Spain
[3] Tech Univ Madrid, Biomed Technol Ctr, Madrid 28040, Spain
来源
2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC) | 2010年
关键词
D O I
10.1109/IEMBS.2010.5627627
中图分类号
R318 [生物医学工程];
学科分类号
100103 [病原生物学];
摘要
The diagnosis of human brain tumours from non-invasive signal measurements is a sensitive task that requires specialized expertise. In this task, radiology experts are likely to benefit from the support of computer-based systems built around robust classification processes. In this brief paper, a method that combines data pre-processing using wavelets with classification using Artificial Neural Networks is shown to yield high diagnostic classification accuracy for a broad range of brain tumour pathologies.
引用
收藏
页码:6074 / 6077
页数:4
相关论文
共 10 条
[1]
Agoris P.D., 2004, INT S EL INS SEPT US
[2]
[Anonymous], P INT JOINT C NEUR N, DOI DOI 10.1109/ICNN.1997.614194
[3]
Frequency Selection for the Diagnostic Characterization of Human Brain Tumours [J].
Arizmendi, Carlos ;
Vellido, Alfredo ;
Romero, Enrique .
ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT, 2009, 202 :391-398
[4]
DE-NOISING BY SOFT-THRESHOLDING [J].
DONOHO, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) :613-627
[5]
Guo-Fei D., 2000, IEEE P ICSP, V1, P329
[6]
A multi-centre, web-accessible and quality control-checked database of in vivo MR spectra of brain tumour patients [J].
Julià-Sapé, M ;
Acosta, D ;
Mier, M ;
Arús, C ;
Watson, D .
MAGNETIC RESONANCE MATERIALS IN PHYSICS BIOLOGY AND MEDICINE, 2006, 19 (01) :22-33
[7]
Mallat SG., 1999, WAVELET TOUR SIGNAL
[8]
The contribution of proton magnetic resonance spectroscopy (1HMRS) to clinical brain tumour diagnosis [J].
Murphy, M ;
Loosemore, A ;
Clifton, AG ;
Howe, FA ;
Tate, AR ;
Cudlip, SA ;
Wilkins, PR ;
Griffiths, JR ;
Bell, BA .
BRITISH JOURNAL OF NEUROSURGERY, 2002, 16 (04) :329-334
[9]
Olarte O., 2007, UIS INGENIERIAS, V6, P33
[10]
Condition Assessment of Power OLTC by Vibration Analysis Using Wavelet Transform [J].
Rivas, Edwin ;
Burgos, Juan Carlos ;
Garcia-Prada, Juan Carlos .
IEEE TRANSACTIONS ON POWER DELIVERY, 2009, 24 (02) :687-694