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A hybrid particle swarm optimization based fuzzy expert system for the diagnosis of coronary artery disease

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : A hybrid particle swarm optimization based fuzzy expert system for the diagnosis of coronary artery disease
นักวิจัย : Muthukaruppan, S. , Er, Meng Joo
คำค้น : DRNTU::Engineering::Mechanical engineering::Bio-mechatronics
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : http://hdl.handle.net/10220/11242 , http://dx.doi.org/10.1016/j.eswa.2012.04.036
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Expert systems with applications
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper presents a particle swarm optimization (PSO)-based fuzzy expert system for the diagnosis of coronary artery disease (CAD). The designed system is based on the Cleveland and Hungarian Heart Disease datasets. Since the datasets consist of many input attributes, decision tree (DT) was used to unravel the attributes that contribute towards the diagnosis. The output of the DT was converted into crisp if–then rules and then transformed into fuzzy rule base. PSO was employed to tune the fuzzy membership functions (MFs). Having applied the optimized MFs, the generated fuzzy expert system has yielded 93.27% classification accuracy. The major advantage of this approach is the ability to interpret the decisions made from the created fuzzy expert system, when compared with other approaches.

บรรณานุกรม :
Muthukaruppan, S. , Er, Meng Joo . (2555). A hybrid particle swarm optimization based fuzzy expert system for the diagnosis of coronary artery disease.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Muthukaruppan, S. , Er, Meng Joo . 2555. "A hybrid particle swarm optimization based fuzzy expert system for the diagnosis of coronary artery disease".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Muthukaruppan, S. , Er, Meng Joo . "A hybrid particle swarm optimization based fuzzy expert system for the diagnosis of coronary artery disease."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Muthukaruppan, S. , Er, Meng Joo . A hybrid particle swarm optimization based fuzzy expert system for the diagnosis of coronary artery disease. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.