A Novel Multi-Level Perceptron for Accurate Heart Stroke Diagnosis
Heart is a very important part of human body, it supply blood to body. If the heart fail down the person cannot survive. This is very important to diagnose the heart disease timely to start proper treatment. To dingoes this disease manually takes time a lot and budget of the patient. Traditionally...
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| Format: | Article |
| Language: | English |
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Universitas Buana Perjuangan Karawang
2025-01-01
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| Series: | Buana Information Technology and Computer Sciences |
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| Online Access: | https://journal.ubpkarawang.ac.id/index.php/bit-cs/article/view/7654 |
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| author | Muhammad Zaman Muhammad Khubaib Tanzila Kahkashan Anam Zahoor Narges Shahbaz Shahzad Shoukat Fahma Nisar |
| author_facet | Muhammad Zaman Muhammad Khubaib Tanzila Kahkashan Anam Zahoor Narges Shahbaz Shahzad Shoukat Fahma Nisar |
| author_sort | Muhammad Zaman |
| collection | DOAJ |
| description | Heart is a very important part of human body, it supply blood to body. If the heart fail down the person
cannot survive. This is very important to diagnose the heart disease timely to start proper treatment.
To dingoes this disease manually takes time a lot and budget of the patient. Traditionally the patient
have to go through form different test then he have to give medical history to the doctor then the doctor
make decision about their disease and then the treatment start. In the developing countries especially
like Pakistan the income of the people are too much low and they cannot offered different type of
expensive tests like ECG etc. In this way the disease cannot detect timely and cannot treated properly.
The heart stroke can be predicted by analyzing different attributes like blood pressure, cholesterol age
etc., this is a best and easy way to predict heat stroke timely. Different types of Machine Learning and
deep learning algorithms are used for heart stroke predictions. In this paper we purposed Novel Multi
Layer-Perceptron (MLP) that are efficient in classification and in heart stoke prediction that model
achieve high accuracy of 99%. |
| format | Article |
| id | doaj-art-74631c38c5994a219461b8d2a84d543a |
| institution | Kabale University |
| issn | 2715-2448 2715-7199 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | Universitas Buana Perjuangan Karawang |
| record_format | Article |
| series | Buana Information Technology and Computer Sciences |
| spelling | doaj-art-74631c38c5994a219461b8d2a84d543a2025-01-31T15:07:54ZengUniversitas Buana Perjuangan KarawangBuana Information Technology and Computer Sciences2715-24482715-71992025-01-0161465510.36805/bit-cs.v6i1.76547654A Novel Multi-Level Perceptron for Accurate Heart Stroke DiagnosisMuhammad ZamanMuhammad Khubaib0Tanzila Kahkashan1Anam Zahoor2Narges Shahbaz3Shahzad Shoukat4Fahma Nisar5University of LahoreUniversiti Teknologi MalaysiaUniversity of LahoreUniversity of EducationCOMSATS University IslamabadCOMSATS University IslamabadHeart is a very important part of human body, it supply blood to body. If the heart fail down the person cannot survive. This is very important to diagnose the heart disease timely to start proper treatment. To dingoes this disease manually takes time a lot and budget of the patient. Traditionally the patient have to go through form different test then he have to give medical history to the doctor then the doctor make decision about their disease and then the treatment start. In the developing countries especially like Pakistan the income of the people are too much low and they cannot offered different type of expensive tests like ECG etc. In this way the disease cannot detect timely and cannot treated properly. The heart stroke can be predicted by analyzing different attributes like blood pressure, cholesterol age etc., this is a best and easy way to predict heat stroke timely. Different types of Machine Learning and deep learning algorithms are used for heart stroke predictions. In this paper we purposed Novel Multi Layer-Perceptron (MLP) that are efficient in classification and in heart stoke prediction that model achieve high accuracy of 99%.https://journal.ubpkarawang.ac.id/index.php/bit-cs/article/view/7654heart disease detectioncardiovascular diseaseclassification algorithmsmedical imaging |
| spellingShingle | Muhammad Zaman Muhammad Khubaib Tanzila Kahkashan Anam Zahoor Narges Shahbaz Shahzad Shoukat Fahma Nisar A Novel Multi-Level Perceptron for Accurate Heart Stroke Diagnosis Buana Information Technology and Computer Sciences heart disease detection cardiovascular disease classification algorithms medical imaging |
| title | A Novel Multi-Level Perceptron for Accurate Heart Stroke Diagnosis |
| title_full | A Novel Multi-Level Perceptron for Accurate Heart Stroke Diagnosis |
| title_fullStr | A Novel Multi-Level Perceptron for Accurate Heart Stroke Diagnosis |
| title_full_unstemmed | A Novel Multi-Level Perceptron for Accurate Heart Stroke Diagnosis |
| title_short | A Novel Multi-Level Perceptron for Accurate Heart Stroke Diagnosis |
| title_sort | novel multi level perceptron for accurate heart stroke diagnosis |
| topic | heart disease detection cardiovascular disease classification algorithms medical imaging |
| url | https://journal.ubpkarawang.ac.id/index.php/bit-cs/article/view/7654 |
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