Diagnosing Parkinson's Diseases Using Fuzzy Neural System

被引:24
作者
Abiyev, Rahib H. [1 ]
Abizade, Sanan [2 ]
机构
[1] Near East Univ, Dept Comp Engn, Appl Artificial Intelligence Res Ctr, TR-10 Mersin, Turkey
[2] Near East Univ, Dept Elect & Elect Engn, Appl Artificial Intelligence Res Ctr, TR-10 Mersin, Turkey
关键词
TIME-SERIES PREDICTION; CLASSIFICATION; NETWORKS; MODELS;
D O I
10.1155/2016/1267919
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study presents the design of the recognition system that will discriminate between healthy people and people with Parkinson's disease. A diagnosing of Parkinson's diseases is performed using fusion of the fuzzy system and neural networks. The structure and learning algorithms of the proposed fuzzy neural system (FNS) are presented. The approach described in this paper allows enhancing the capability of the designed system and efficiently distinguishing healthy individuals. It was proved through simulation of the system that has been performed using data obtained from UCI machine learning repository. A comparative study was carried out and the simulation results demonstrated that the proposed fuzzy neural system improves the recognition rate of the designed system.
引用
收藏
页数:9
相关论文
共 34 条
[1]   Fusion of Computational Intelligence Techniques and Their Practical Applications [J].
Abiyev, Rahib H. ;
Aliev, Rafik ;
Kaynak, Okyay ;
Turksen, I. Burhan ;
Bonfig, Karl Walter .
COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2015, 2015
[2]   Credit Rating Using Type-2 Fuzzy Neural Networks [J].
Abiyev, Rahib H. .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
[3]   Fuzzy wavelet neural network based on fuzzy clustering and gradient techniques for time series prediction [J].
Abiyev, Rahib H. .
NEURAL COMPUTING & APPLICATIONS, 2011, 20 (02) :249-259
[4]   A type-2 neuro-fuzzy system based on clustering and gradient techniques applied to system identification and channel equalization [J].
Abiyev, Rahib H. ;
Kaynak, Okyay ;
Alshanableh, Tayseer ;
Mamedov, Fakhreddin .
APPLIED SOFT COMPUTING, 2011, 11 (01) :1396-1406
[5]   Fuzzy wavelet neural networks for identification and control of dynamic plants - A novel structure and a comparative study [J].
Abiyev, Rahib Hidayat ;
Kaynak, Okyay .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2008, 55 (08) :3133-3140
[6]  
[Anonymous], 1999, NONLINEAR TIME SERIE
[7]  
[Anonymous], 1994, Journal of intelligent and Fuzzy systems
[8]  
[Anonymous], Pattern Recognition with Fuzzy Objective Function Algorithms, DOI 10.1007/978-1-4757-0450-1_3
[9]  
[Anonymous], COMPUTATIONAL INTELL
[10]   Animal models of Parkinson's disease [J].
Betarbet, R ;
Sherer, TB ;
Greenamyre, JT .
BIOESSAYS, 2002, 24 (04) :308-318