Optimizing Configuration of Neural Ensemble Network for Breast Cancer Diagnosis

被引：0

作者：

Mc Leod, Peter ^{[1
]}

Verma, Brijesh ^{[1
]}

Zhang, Mengjie ^{[2
]}

机构：

[1] Cent Queensland Univ, Sch Engn & Technol, Rockhampton, Qld 4702, Australia

[2] Victoria Univ, Sch Engn & Comp Sci, Wellington, New Zealand

来源：

PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN) | 2014年

关键词：

ensemble; breast cancer; digital mammogram; feed forward neural network;

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：

Determining the best values for the parameters of a classifier is a challenge. This challenge is compounded for ensembles. This research evaluates the number of neurons for candidate networks and the number of committee members in our work on variable neural classifiers for breast cancer diagnosis. The evaluation reveals that good neural network accuracy can be achieved with a small number of neurons in the hidden layer and three committee members in the ensemble. The proposed methodology is tested on two benchmark databases achieving 99% classification accuracy.

引用

页码：1087 / 1092

页数：6

共 50 条

[1] Optimizing Skin Cancer Diagnosis: A Modified Ensemble Convolutional Neural Network for Classification
Vidhyalakshmi, A. M.
Kanchana, M.
MICROSCOPY RESEARCH AND TECHNIQUE, 2025,
[2] An Ensemble of Neural Networks for Breast Cancer Diagnosis
Yavuz, Erdem
Eyupoglu, Can
Sanver, Ufuk
Yazici, Rifat
2017 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2017, : 538 - 543
[3] Design of Ensemble Classifier Model Based on MLP Neural Network For Breast Cancer Diagnosis
Syah, Rahmad
Wulandari, Siswi
Arbansyah
Rezaeipanah, Amin
INTELIGENCIA ARTIFICIAL-IBEROAMERICAL JOURNAL OF ARTIFICIAL INTELLIGENCE, 2021, 24 (67): : 147 - 155
[4] Breast Cancer Diagnosis using a Neural Network
Ribeiro, Vera
Solteiro Pires, E. J.
de Moura Oliveira, P. B.
2019 6TH IEEE PORTUGUESE MEETING IN BIOENGINEERING (ENBENG), 2019,
[5] A neural network system for the diagnosis of breast cancer
André, TCSS
Roque, AC
METMBS'00: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MATHEMATICS AND ENGINEERING TECHNIQUES IN MEDICINE AND BIOLOGICAL SCIENCES, VOLS I AND II, 2000, : 1 - 6
[6] Diagnosis of Breast Cancer by Modular Neural Network
Vazirani, Harsh
Shukla, Anupam
Kala, Rahul
Tiwari, Ritu
PROCEEDINGS OF 2010 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (ICCSIT 2010), VOL 7, 2010, : 115 - 119
[7] Comparative Study of Breast Cancer Diagnosis based on Neural Network Ensemble via Improved Training Algorithms
Azami, Hamed
Escudero, Javier
2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2015, : 2836 - 2839
[8] Breast Cancer Semantic Segmentation for Accurate Breast Cancer Detection with an Ensemble Deep Neural Network
Nagalakshmi, T.
NEURAL PROCESSING LETTERS, 2022, 54 (06) : 5185 - 5198
[9] Breast Cancer Semantic Segmentation for Accurate Breast Cancer Detection with an Ensemble Deep Neural Network
T. Nagalakshmi
Neural Processing Letters, 2022, 54 : 5185 - 5198
[10] Boosted neural network ensemble classification for lung cancer disease diagnosis
ALzubi, Jafar A.
Bharathikannan, Balasubramaniyan
Tanwar, Sudeep
Manikandan, Ramachandran
Khanna, Ashish
Thaventhiran, Chandrasekar
APPLIED SOFT COMPUTING, 2019, 80 : 579 - 591

← 1 2 3 4 5 →