DocumentCode :
146440
Title :
Performance evaluation of different techniques in the context of data mining- A case of an eye disease
Author :
Agarwal, Yuvraj ; Pandey, Hari Mohan
Author_Institution :
CSE Dept., Amity Univ., Noida, India
fYear :
2014
fDate :
25-26 Sept. 2014
Firstpage :
72
Lastpage :
76
Abstract :
This paper presents a comparative analysis of optimization techniques in the context of data mining. We have considered eye disease problems and recommendation of respective lenses. The optimization in data mining plays a fundamental role for the extraction of patterns or knowledge in minimum time. We have studied and implemented three optimization techniques such as fuzzy logic based approach, neural network based approach (perceptron based and Back-propagation based). For the experimentation purpose data from eye clinic are collected to understand the appropriate disease and recommend the type of lenses for patient. The paper also covers the analysis observations and discussions based on the obtained results.
Keywords :
backpropagation; data mining; diseases; eye; fuzzy logic; medical computing; optimisation; perceptrons; performance evaluation; backpropagation based approach; data mining; eye clinic; eye disease problem; fuzzy logic based approach; knowledge extraction; lenses; neural network based approach; optimization techniques; perceptron based approach; performance evaluation; Context; Data mining; Fuzzy logic; Lenses; MATLAB; Neural networks; Optimization; Back propagation; Data mining; KDD; fuzzy logic; neural networks; optimization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Confluence The Next Generation Information Technology Summit (Confluence), 2014 5th International Conference -
Conference_Location :
Noida
Print_ISBN :
978-1-4799-4237-4
Type :
conf
DOI :
10.1109/CONFLUENCE.2014.6949239
Filename :
6949239
Link To Document :
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