Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Computers in Biology and Medicine
Implementing automated diagnostic systems for breast cancer detection
Expert Systems with Applications: An International Journal
Pattern Classifier Design by Linear Programming
IEEE Transactions on Computers
Expert Systems with Applications: An International Journal
A combined neural network and decision trees model for prognosis of breast cancer relapse
Artificial Intelligence in Medicine
Image segmentation using association rule features
IEEE Transactions on Image Processing
New Artificial Metaplasticity MLP Results on Standard Data Base
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Breast Cancer Classification Applying Artificial Metaplasticity
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part II: Bioinspired Applications in Artificial and Natural Computation
Expert Systems with Applications: An International Journal
A predictive model for cerebrovascular disease using data mining
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
WBCD breast cancer database classification applying artificial metaplasticity neural network
Expert Systems with Applications: An International Journal
Review: Hybrid expert systems: A survey of current approaches and applications
Expert Systems with Applications: An International Journal
An Improved Brain Image Classification Technique with Mining and Shape Prior Segmentation Procedure
Journal of Medical Systems
Classification based on specific rules and inexact coverage
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Breast Cancer Classification Based on Advanced Multi Dimensional Fuzzy Neural Network
Journal of Medical Systems
Fuzzy expert system for predicting pathological stage of prostate cancer
Expert Systems with Applications: An International Journal
Association rule mining to detect factors which contribute to heart disease in males and females
Expert Systems with Applications: An International Journal
Automatic detection of erythemato-squamous diseases using PSO-SVM based on association rules
Engineering Applications of Artificial Intelligence
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Computer Methods and Programs in Biomedicine
International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers of KES2012-Part 1 of 2
Hi-index | 12.06 |
This paper presents an automatic diagnosis system for detecting breast cancer based on association rules (AR) and neural network (NN). In this study, AR is used for reducing the dimension of breast cancer database and NN is used for intelligent classification. The proposed AR+NN system performance is compared with NN model. The dimension of input feature space is reduced from nine to four by using AR. In test stage, 3-fold cross validation method was applied to the Wisconsin breast cancer database to evaluate the proposed system performances. The correct classification rate of proposed system is 95.6%. This research demonstrated that the AR can be used for reducing the dimension of feature space and proposed AR+NN model can be used to obtain fast automatic diagnostic systems for other diseases.