An intelligent system for mining temporal rules in clinical databases using fuzzy neural networks

European Journal of Scientific Research

Volumn 70, Issue 3, 2012, Pages 386-395

  Sethukkarasi, R ^a   Kannan, A ^a  

^a ANNA UNIVERSITY   (India)

Author keywords

Artificial Fuzzy Neural Network; Data Mining; Knowledge Representation; Temporal Data

Indexed keywords

EID: 84857483389     PISSN: 1450216X     EISSN: 1450202X     Source Type: Journal    
DOI: None     Document Type: Article

References (14)

1. Krzystof J Cios, PhD, G.William Moore, MD,PhD, Artificial Intelligence Med. 2002 Sep- Oct;26(1-2):1-24, Uniqueness of medical data mining.
2. Hoda Meamarzadeh,Mohammad Keza Khayyambashi, "Extracting Temporal Rules from Medical Databases", International Conference on Computer Technology and developments 2009, pp.327-331.
3. Wojciech Froelich,Alicja Wakulicz-Deja, "Mining Temporal Medical Data Using Adaptive Fuzzy Cognitive Maps", Human Systems Interactions, HIS'09,May 2009 , pp. 21-23.
4. T.Srinivasan, Aravind Chandrasekar, Jeyesh Seshadri, J B Siddharth Jonathan, "Knowledge discovery in clinical databases with neural network evidence combination" IEEE International Conference on Intelligent Sensing and Information, 2005.
5. Seleppan Palaniappah, Rafiah Awang, "Intelligent Heart Disease Prediction System using Data mining Techniques", 978-1-4244-1968-5/2008, IEEE,pp108-115.
6. Richard N. Fogoros, M.D, The 9 Factors that Predict Heart Attack 90% of heart attacks are determined by these modifiable risk factors, About.com Guide.
7. Shanthakumar B Patil, Y S Kumaraswamy, "Intelligent and Effective Heart Attack Prediction System Using Data Mining and Artificial Neural Network",European Journal of Scientific Research, ISSN 1450-216X vol 31, Nov 2009
8. J.Ross Quinlan, C4.5: programs for machine learning, Morgan Kaufmann Publishers Inc., San Francisco, CA, 1993.
9. P.S.Michalski, I .Mozetic, J.Hong, N.Layrac, "The multi-purpose incremental learning system AQ15 and its testing application to three medical domains, in proceedings of the Fifth National Conference on Artificial Intelligence,AAAI Press, Menlo Park, 1986,pp.1041-1045.
10. Fayya U, Piatetsky-Shapiro.G and Smyth " From Data Mining to Knowledge Discovery :An Overview", In Advances in Knowledge Discovery and Data Mining , MIT Press, 1996.
11. K.P.Adlassnig, C. Combi,A. K. Das, E. T. Keravnou, and G.Pozzi, "Temporal representation and reasoning in medicine:Research directions and challenges", Artificial Intelligence in Medicine, 38(2), 2006.
12. Hengjie Song, Chunyan Miao, Wuyts Roel, Zhiqi Shen, "Implementation of Fuzzy Cognitive Maps Based on Fuzzy Neural Network and Application in Prediction of Time Series", IEEE Transaction on Fuzzy System, April 2010, pp 233-250.
13. Honggui Han, Junfei Qiao, "A Self-Organizing Fuzzy Neural Network Based on a Growingand- Pruning Algorithm", IEEE Transaction on Fuzzy System, Dec 2010, pp.1129-1143.
14. Blake,C.L., Mertz, C.J.:"UCI Machine Learning Databases", http://mlearn.ics.uci.edu/databases/heartdisease/, 2004.