Comparative analysis of intelligent hybrid systems for detection of PIMA Indian diabetes

2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings

Volumn , Issue , 2009, Pages 947-952

  Kala, Rahul ^a   Shukla, Anupam ^a   Tiwari, Ritu ^a  

^a INDIAN INSTITUTE OF INFORMATION TECHNOLOGY AND MANAGEMENT   (India)

Author keywords

ANFIS; Bio medicals; Classification; Ensemble; Evolutionary ANN; Modular neural network; PIMA Indian diabetes

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; BIO-MEDICAL; COMPARATIVE ANALYSIS; EVOLUTIONARY ANN; EVOLUTIONARY ARTIFICIAL NEURAL NETWORKS; HYBRID APPROACH; INTELLIGENT HYBRID SYSTEMS; MODULAR NEURAL NETWORKS; NEW APPROACHES; NEW MODEL; PIMA INDIAN DIABETES; STANDARD BACK PROPAGATION ALGORITHMS; SYSTEM APPROACH; UCI MACHINE LEARNING REPOSITORY;

ARTIFICIAL INTELLIGENCE; BIOMEDICAL ENGINEERING; ELECTRIC GROUNDING; EXPERIMENTAL MINERALOGY; FUZZY INFERENCE; FUZZY SYSTEMS; HYBRID COMPUTERS; HYBRID SYSTEMS; INTELLIGENT AGENTS; SOFT COMPUTING;

FUZZY NEURAL NETWORKS;

EID: 77949711190     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NABIC.2009.5393877     Document Type: Conference Paper

References (15)

1. Patricia Melin, Oscar Castillo, "Hybrid Intelligent Systems for Pattern Recognition Using Soft Computing", Springer, 2005
2. H Bunke, A Kandel (Eds), "Hybrid Methods in Pattern Recognition", World Scientific, May 2002
3. Antonio Ciampi, Fulin Zhang, "A new approach to training backpropagation artificial neural networks: empirical evaluation on ten data sets from clinical studies", Statistics in Medicine, 21:1309-1330, 2002.
4. Chang Xiaoguang and J.H Lilly, "Evolutionary design of a fuzzy classifier from data", Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on, pp 1894-1906, Aug 2004
5. K.G. Srinivasaa, K.R. Venugopala, L.M. Patnaikb, "A self-adaptive migration model genetic algorithm for data mining applications", Information Sciences, Volume 177, Issue 20, pp 4295-4313, October 2007
6. A. Vosoulipour, M. Teshnehlab, H. A. Moghadam, "Classification on Diabetes Mellitus Data-set Based-on Artificial Neural Networks and ANFIS", 4th Kuala Lumpur International Conference on Biomedical Engineering 2008, IFMBE Proceedings, pp 27-30, 2008
7. Hasan Temurtas, Nejat Yumusak and Feyzullah Temurtas, "A comparative study on diabetes disease diagnosis using neural networks", Expert Systems with Applications, Volume 36, Issue 4, pp 8610-8615, May 2009,
8. Fariba Shadabi Dharmendra Sharma, Robert Cox, "Learning from Ensembles: Using Artificial Neural Network Ensemble for Medical Outcomes Prediction", Innovations in Information Technology, 2006, pp 1-5, 2006
9. Anupam Shukla, Ritu Tiwari, Hemant Kumar Meena, Rahul Kala, "Speaker Identification using Wavelet Analysis and Modular Neural Networks", Journal of Acoustic Society of India (JASI)
10. Rahul Kala, Anupam Shukla, Ritu Tiwari, Fuzzy Neuro Systems for Machine Learning for Large Data Sets, Proceedings of the IEEE International Advance Computing Conference, ieeexplore, pp 541-545, DOI 10.1109/IADCC.2009.4809069, 6-7 March 2009, Patiala, India
11. S. He, Q.H. Wu, J.R. Saunders, "A Group Search Optimizer for Neural Network Training", Computational Science and Its Applications - ICCSA 2006, pp 934-943, 2006
12. Marijke F. Augusteijn, Thomas P. Harrington, "Evolving transfer functions for artificial neural networks", Neural Computing & Applications, Volume 13, Issue 1, pp 38-46, 2004
13. Vincent Sigillito, UCI Machine Learning Repository [http://www.ics.uci. edu/~mlearn/MLRepository.html], The Johns Hopkins University. 1990, Available At: http://archive.ics.uci.edu/datasets/Pima+Indians+Diabetes
14. Anupam Shukla, Ritu Tiwari & Prabhdeep Kaur, "Diagnosis of Epilepsy disorders using Artificial Neural Networks", Proceedings of the Sixth International Symposium on Neural Networks, Book Chapter in Springer's Verlag book series on Advances in Intelligent and Soft Computing, Volume 56/2009, pp. 807-815. Springer Berlin/Heidelberg
15. Anupam Shukla, Ritu Tiwari, Prabhdeep Kaur, "Knowledge Based Approach for Diagnosis of Breast Cancer", Proceedings IEEE International Advance Computing Conference (IACC), March 6-7, 2009, Patiala, India. pp. 06-12, 2009.