RETRACTED: An Image Processing Approach for Detection of Prenatal Heart Disease (Retracted Article)

被引:3
|
作者
Selvan, Saravana [1 ]
Thangaraj, S. John Justin [2 ]
Isaac, J. Samson [3 ]
Benil, T. [4 ]
Muthulakshmi, K. [5 ]
Almoallim, Hesham S. [6 ]
Alharbi, Sulaiman Ali [7 ]
Kumar, R. R. [8 ]
Thimothy, Sojan Palukaran [9 ]
机构
[1] AIMST Univ, Fac Engn & Comp Technol, Bedong 08100, Kedah, Malaysia
[2] Saveetha Inst Med & Tech Sci SIMATS, Saveetha Sch Engn, Dept Comp Sci Engn, Chennai 600124, Tamil Nadu, India
[3] Karunya Inst Technol & Sci, Dept Biomed Engn, Coimbatore 641114, Tamil Nadu, India
[4] MKumarasamy Coll Engn, Dept Informat Technol, Karur 639113, Tamil Nadu, India
[5] Panimalar Engn Coll, Dept Informat Technol, Chennai 600123, Tamil Nadu, India
[6] King Saud Univ, Coll Dent, Dept Oral & Maxillofacial Surg, POB, Riyadh-11545, 11545, Riyadh 60169, Saudi Arabia
[7] King Saud Univ, Coll Sci, Dept Bot & Microbiol, POB-2455, Riyadh 11451, Saudi Arabia
[8] Univ Houston, Dept Civil Engn, Houston, TX USA
[9] Arba Minch Univ, Fac Mech Engn, Arba Minch Inst Technol AMIT, Arba Minch, Ethiopia
关键词
SYSTEM; DIAGNOSIS;
D O I
10.1155/2022/2003184
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Prenatal heart disease, generally known as cardiac problems (CHDs), is a group of ailments that damage the heartbeat and has recently now become top deaths worldwide. It connects a plethora of cardiovascular diseases risks to the urgent in need of accurate, trustworthy, and effective approaches for early recognition. Data preprocessing is a common method for evaluating big quantities of information in the medical business. To help clinicians forecast heart problems, investigators utilize a range of data mining algorithms to examine enormous volumes of intricate medical information. The system is predicated on classification models such as NB, KNN, DT, and RF algorithms, so it includes a variety of cardiac disease-related variables. It takes do with an entire dataset from the medical research database of patients with heart disease. The set has 300 instances and 75 attributes. Considering their relevance in establishing the usefulness of alternate approaches, only 15 of the 75 criteria are examined. The purpose of this research is to predict whether or not a person will develop cardiovascular disease. According to the statistics, naive Bayes classifier has the highest overall accuracy.
引用
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页数:14
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