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MULTICLASS CLASSIFICATION STADIUM PENYAKIT JANTUNG MENGGUNAKAN METODE NAIVE BAYES

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Penilaian

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Coronary heart disease is one of disease that causes abnormalities in heart function. Coronary heart disease has 4 stages from stage 1 to stage 4. This study uses the Naive Bayes method in classifying 5 classes of heart disease stages because other studies using the Naive Bayes method produce a fairly high accuracy value and can be used on categorical data. Classification of 5 classes of heart disease stages is done by converting numeric data into categorical data and then multiplying the label probability by the probability of each attribute category of each data. The amount of data used is 297. The distribution of data for model testing uses the K-Fold Cross Validation method with a value of k = 5 which divides the data into 5 parts. The classification accuracy test uses a confusion matrix model which gives an average classification performance of 52.5924%, an average precision of 24.8339%, and an average recall of 26.9122%. The greatest accuracy is obtained in fold 3, which is 57.6271% and the smallest accuracy is obtained in fold 5, which is 42.623%

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Availability

Inventory Code	Barcode	Call Number	Location	Status
2207002984	T75211	T752112022	Central Library (Referens)	Available but not for loan - Not for Loan

Detail Information

Series Title

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Call Number

T752112022

Publisher

Inderalaya : Jurusan Teknik Informatika, Fakultas Ilmu Komputer Universitas Sriwijaya., 2022

Collation

xix, 133 hlm.; ilus.; 29 cm

Language

Indonesia

ISBN/ISSN

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Classification

004.650 7

Content Type

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Media Type

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Carrier Type

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Edition

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Subject(s)

Jurusan Teknik Informatika
Jaringan Komunikasi Komputer

Specific Detail Info

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Statement of Responsibility

SEPTA

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