Performance Comparison of Neural Network-Based Models in the Classification of Polycystic Ovary Syndrome Disease
نویسندگان
چکیده
In this study, it was aimed to compare the performances of above mentioned ANN, MLP and deep learning methods determine polycystic ovary syndrome (PCOS) risk factors predict PCOS diagnosis. data set “Polycystic syndrome” used for diagnosis prediction. The performance models evaluated with accuracy, sensitivity, specificity, positive/negative predictive values. Factors associated were estimated from model that has best performance. Accuracy, positive value negative obtained method 87.25%, 79.66%, 90.93%, 81.03%, 90.19%. Neural Network 87.80%, 79.10%, 92.03%, 82.84%, 90.05%. Deep Learning 89.09%, 81.92%, 92.58%, 84.30%, 91.33%. According findings classification result according metrics artificial neural networks, in study belongs method. As a result, successfully classified light clinical tried be revealed by giving PCOS.
منابع مشابه
analysis of power in the network society
اندیشمندان و صاحب نظران علوم اجتماعی بر این باورند که مرحله تازه ای در تاریخ جوامع بشری اغاز شده است. ویژگیهای این جامعه نو را می توان پدیده هایی از جمله اقتصاد اطلاعاتی جهانی ، هندسه متغیر شبکه ای، فرهنگ مجاز واقعی ، توسعه حیرت انگیز فناوری های دیجیتال، خدمات پیوسته و نیز فشردگی زمان و مکان برشمرد. از سوی دیگر قدرت به عنوان موضوع اصلی علم سیاست جایگاه مهمی در روابط انسانی دارد، قدرت و بازتولید...
15 صفحه اولThe comparison of dietary intake of macronutrients in polycystic ovary syndrome with and without metabolic syndrome
Background: Polycystic ovary syndrome (PCOS) is the most common endocrine disorder in reproductive age women. The prevalence of PCOS among Iranian women is 14.6% based on the Rotterdam definition. PCOS can increase the risk of chronic metabolic complications. Metabolic syndrome (MetS) is one of the most important of them. Insulin resistance is fundamental in PCOS and MetS pathophysiology. MetS ...
متن کاملcomparison of catalytic activity of heteropoly compounds in the synthesis of bis(indolyl)alkanes.
heteropoly acids (hpa) and their salts have advantages as catalysts which make them both economically and environmentally attractive, strong br?nsted acidity, exhibiting fast reversible multi-electron redox transformations under rather mild conditions, very high solubility in polar solvents, fairly high thermal stability in the solid states, and efficient oxidizing ability, so that they are imp...
15 صفحه اولComparison of the Accuracy of Nonlinear Models and Artificial Neural Network in the Performance Prediction of Ross 308 Broiler Chickens
This study aimed to investigate and compare nonlinear growth models (NLMs) with the predicted performance of broilers using an artificial neural network (ANN). Six hundred forty broiler chicks were sexed and randomly reared in 32 separate pens as a factorial experiment with 4 treatments and 4 replicates including 20 birds per pen in a 42-day period. Treatments consisted of 2 metabolic energy le...
متن کاملHerbal Medicine in the Treatment of Polycystic Ovary Syndrome
Polycystic Ovary Syndrome (PCOS) is a hormonal disorder that affects between 5 - 10% of women who are of reproductive age. The most common symptoms of PCOS are obesity/difficulty losing weight, acne, amenorrhea (absence of menstrual cycles), irregular menstrual cycles, hirsutism (increased growth of corporal hair), insulin resistance, and high cholesterol. One of the treatments for PCOS is the ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Black sea journal of health science
سال: 2023
ISSN: ['2619-9041']
DOI: https://doi.org/10.19127/bshealthscience.1144271