Ahmad. Taher Azar, A. E. Hassanien, and T. - H. Kim,
"Expert System Based On Neural-Fuzzy Rules for Thyroid Diseases Diagnosis.",
International Conference on Bio-Science and Bio-Technology (BSBT2012), , Kangwondo, Korea. pp. 94--105, December 16-19, 2012.
AbstractThe thyroid, an endocrine gland that secretes hormones in the blood, circulates its products to all tissues of the body, where they control vital functions in every cell. Normal levels of thyroid hormone help the brain, heart, intestines, muscles and reproductive system function normally. Thyroid hormones control the metabolism of the body. Abnormalities of thyroid function are usually related to production of too little thyroid hormone (hypothyroidism) or production of too much thyroid hormone (hyperthyroidism). Therefore, the correct diagnosis of these diseases is very important topic. In this study, Linguistic Hedges Neural-Fuzzy Classifier with Selected Features (LHNFCSF) is presented for diagnosis of thyroid diseases. The performance evaluation of this system is estimated by using classification accuracy and k-fold cross-validation. The results indicated that the classification accuracy without feature selection was 98.6047% and 97.6744% during training and testing phases, respectively with RMSE of 0.02335. After applying feature selection algorithm, LHNFCSF achieved 100% for all cluster sizes during training phase. However, in the testing phase LHNFCSF achieved 88.3721% using one cluster for each class, 90.6977% using two clusters, 91.8605% using three clusters and 97.6744% using four clusters for each class and 12 fuzzy rules. The obtained classification accuracy was very promising with regard to the other classification applications in literature for this problem.
Azar, A. T., A. E. Hassanien, T. - H. Kim, and others,
"Expert system based on neural-fuzzy rules for thyroid diseases diagnosis",
Computer Applications for Bio-Technology, Multimedia, and Ubiquitous City: Springer Berlin Heidelberg, pp. 94–105, 2012.
Abstractn/a
Azar, A. T., A. E. Hassanien, T. - H. Kim, and others,
"Expert system based on neural-fuzzy rules for thyroid diseases diagnosis",
Computer Applications for Bio-Technology, Multimedia, and Ubiquitous City: Springer Berlin Heidelberg, pp. 94–105, 2012.
Abstractn/a
Azar, A. T., A. E. Hassanien, T. - H. Kim, and others,
"Expert system based on neural-fuzzy rules for thyroid diseases diagnosis",
Computer Applications for Bio-Technology, Multimedia, and Ubiquitous City: Springer Berlin Heidelberg, pp. 94–105, 2012.
Abstractn/a
Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and T. - H. Kim,
"Event detection based approach for soccer video summarization using machine learning",
Int J Multimed Ubiquitous Eng, vol. 7, no. 2, pp. 63–80, 2012.
Abstractn/a
Zawbaa, H. M., N. El-Bendary, A. E. Hassanien, and T. - H. Kim,
"Event detection based approach for soccer video summarization using machine learning",
Int J Multimed Ubiquitous Eng, vol. 7, no. 2, pp. 63–80, 2012.
Abstractn/a
Ayeldeen, H., A. E. Hassanien, and A. Fahmy,
"Evaluation of Semantic Similarity across MeSH Ontology: A Cairo University Thesis Mining Case Study",
12th Mexican International Conference on Artificial Intelligence, , Mexico City, Mexico, pp. 139-144, 2013.
Mohamed Tahoun, Abd El Rahman Shabayek, A. E. Hassanien, and R. Reulke,
"An Evaluation of Local Features on Satellite Images ",
The 37th International Conference on Telecommunications and Signal Processing (TSP), which will be held during 2014, ., Berlin, Germany, July 1-3,, 2014.
Moftah, H. M., W. H. Elmasry, N. El-Bendary, A. E. Hassanien, and K. Nakamatsu,
"Evaluating the effects of k-means clustering approach on medical images",
Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on: IEEE, pp. 455–459, 2012.
Abstractn/a
Moftah, H. M., W. H. Elmasry, N. El-Bendary, A. E. Hassanien, and K. Nakamatsu,
"Evaluating the effects of k-means clustering approach on medical images",
Intelligent Systems Design and Applications (ISDA), 2012 12th International Conference on: IEEE, pp. 455–459, 2012.
Abstractn/a
Mostafa, A., H. Hefny, N. I. Ghali, A. E. Hassanien, and G. Schaefer,
"Evaluating the effects of image filters in CT liver CAD system",
Biomedical and Health Informatics (BHI), 2012 IEEE-EMBS International Conference on: IEEE, pp. 448–451, 2012.
Abstractn/a
Mostafa, A., H. Hefny, N. I. Ghali, A. E. Hassanien, and G. Schaefer,
"Evaluating the effects of image filters in CT liver CAD system",
Biomedical and Health Informatics (BHI), 2012 IEEE-EMBS International Conference on: IEEE, pp. 448–451, 2012.
Abstractn/a
Mostafa, A., H. Hefny, N. I. Ghali, A. E. Hassanien, and G. Schaefer,
"Evaluating the effects of image filters in CT liver CAD system",
Biomedical and Health Informatics (BHI), 2012 IEEE-EMBS International Conference on: IEEE, pp. 448–451, 2012.
Abstractn/a
Hussein, H. K., A. - E. Hassanien, and M. Nakajima,
"Escape-Time Modified Algorithm for Generating Fractal Images Based on Petri Net Reachability",
IEICE TRANSACTIONS on Information and Systems, vol. 82, no. 7: The Institute of Electronics, Information and Communication Engineers, pp. 1101–1108, 1999.
Abstractn/a