A fusion of neural network based auto-associator and classifier for the classification of microcalcification patterns

被引:0
|
作者
Panchal, R [1 ]
Verma, B [1 ]
机构
[1] Univ Cent Queensland, Fac Informat & Commun, Rockhampton, Qld 4702, Australia
来源
NEURAL INFORMATION PROCESSING | 2004年 / 3316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
This paper presents a novel approach to combine a neural network based auto-associator and a classifier for the classification of microcalcification patterns. It explores the auto-associative and classification abilities of a neural network approach for the classification of microcalcification patterns into benign and malignant using 14 image structure features. The proposed technique used combination of two neural networks; auto-associator and classifier for classification of microcalcification. It obtained 88.1% classification rate for testing dataset and 100% classification rate for training dataset.
引用
收藏
页码:794 / 799
页数:6
相关论文
共 50 条
  • [11] Research of Neural Network Classifier Based on FCM and PSO for Breast Cancer Classification
    Zhang, Lei
    Wang, Lin
    Wang, Xujiewen
    Liu, Keke
    Abraham, Ajith
    HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, PT I, 2012, 7208 : 647 - 654
  • [12] A Fuzzy Logic Based Neural Network Classifier for Qualitative Classification of Odors/Gases
    Kumar, Ravi
    Das, R. R.
    Mishra, V. N.
    Dwivedi, R.
    2009 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN ELECTRONIC AND PHOTONIC DEVICES AND SYSTEMS (ELECTRO-2009), 2009, : 185 - 188
  • [13] Automatic classification of heartbeats using neural network classifier based on a Bayesian framework
    Karraz, G.
    Magenes, G.
    2006 28TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-15, 2006, : 3921 - +
  • [14] Hyperspectral Image Classification Based on Fusion of Convolutional Neural Network and Graph Network
    Gao, Luyao
    Xiao, Shulin
    Hu, Changhong
    Yan, Yang
    APPLIED SCIENCES-BASEL, 2023, 13 (12):
  • [15] Handwritten Digits Classification with Generalized Classifier Neural Network
    Ozyildirim, Buse Melis
    Avci, Mutlu
    2018 INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS CONFERENCE (ASYU), 2018, : 187 - 189
  • [16] Neural network based microcalcification detection in a mammographic CAD system
    Lasztovicza, L
    Pataki, B
    Székely, N
    Tóth, N
    IDAACS'2003: PROCEEDINGS OF THE SECOND IEEE INTERNATIONAL WORKSHOP ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS, 2003, : 319 - 323
  • [17] A neural network based plant classifier
    Moshou, D
    Vrindts, E
    De Ketelaere, B
    De Baerdemaeker, J
    Ramon, H
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2001, 31 (01) : 5 - 16
  • [18] A radar target multi-feature fusion classifier based on rough neural network
    Shi, YS
    Ji, HB
    Gao, XB
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 2, PROCEEDINGS, 2005, 3497 : 375 - 380
  • [19] The BP neural network classification based on the fusion of SAR and TM images
    Zhang, Hai-Long
    Jiang, Jian-Jun
    Wu, Hong-An
    Xie, Xiu-Ping
    Cehui Xuebao/Acta Geodaetica et Cartographica Sinica, 2006, 35 (03): : 229 - 233
  • [20] A Patent Text Classification Model Based on Multivariate Neural Network Fusion
    Lu, Hongbiao
    Liu, Xiaobao
    Yin, Yanchao
    Chen, Zhicheng
    2019 6TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING & MACHINE INTELLIGENCE (ISCMI 2019), 2019, : 61 - 65