Modified Radial Basis Function Network for Brain Tumor Classification

被引：0
|
作者：
Deepa, S. N. [1 ]
Devi, B. Aruna [1 ]
机构：
[1] Anna Univ Technol, Dept EEE, Coimbatore 641037, Tamil Nadu, India
来源：
SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, PT I | 2011年 / 7076卷
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The study proposes a modified RBF with better network learning, convergence, error rates and classification results which involves spatial information data points using Gaussian Mixture Model (GMM) and Expectation Maximization (EM) algorithm for automatic biomedical brain tumour detection. The model was used to predict the brain tumour type (benign or malignant). The results showed outperformance of GMM-EM model with spatial points than the standard RBF model. A classification with a success of 85% and 90.3% has been obtained by the classifiers for RBF and RBF-GMM model.
引用
收藏
页码：366 / 371
页数：6
相关论文
共 50 条
  • [21] Robust face detection using a modified radial basis function network
    Huang, LL
    Shimizu, A
    Hagihara, Y
    Kobatake, H
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2002, E85D (10): : 1654 - 1662
  • [22] FISH image analysis using a modified radial basis function network
    Sagonas, Christos
    Marras, Ioannis
    Kasampalidis, Ioannis
    Pitas, Ioannis
    Lyroudia, Kleoniki
    Karayannopoulou, Georgia
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2013, 8 (01) : 30 - 40
  • [23] Gaussian hybrid fuzzy clustering and radial basis neural network for automatic brain tumor classification in MRI images
    P. Sathish
    N. M. Elango
    Evolutionary Intelligence, 2022, 15 : 1359 - 1377
  • [24] Gaussian hybrid fuzzy clustering and radial basis neural network for automatic brain tumor classification in MRI images
    Sathish, P.
    Elango, N. M.
    EVOLUTIONARY INTELLIGENCE, 2022, 15 (02) : 1359 - 1377
  • [25] Non-linear cancer classification using a modified radial basis function classification algorithm
    Wang, HQ
    Huang, DS
    JOURNAL OF BIOMEDICAL SCIENCE, 2005, 12 (05) : 819 - 826
  • [26] A hybrid radial basis function and data envelopment analysis neural network for classification
    Pendharkar, Parag C.
    COMPUTERS & OPERATIONS RESEARCH, 2011, 38 (01) : 256 - 266
  • [27] New sort of classification method based on composite radial basis function network
    Wuhan Jiaotong Keji Daxue Xuebao, 1 (47-50):
  • [28] Radial basis function network for traffic scene classification in single image mode
    Huang, Qiao
    Hu, Jianming
    Song, Jingyan
    Gao, Tianliang
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS, 2006, 3973 : 23 - 32
  • [29] Polarimetric SAR Image Classification Using Radial Basis Function Neural Network
    Ince, Turker
    PIERS 2010 CAMBRIDGE: PROGRESS IN ELECTROMAGNETICS RESEARCH SYMPOSIUM PROCEEDINGS, VOLS 1 AND 2, 2010, : 60 - 65
  • [30] A Parsimonious Radial Basis Function-Based Neural Network for Data Classification
    Tan, Shing Chiang
    Lim, Chee Peng
    Watada, Junzo
    INTELLIGENT DECISION TECHNOLOGY SUPPORT IN PRACTICE, 2016, 42 : 49 - 60
12345