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All Journal Format : Jurnal Imiah Teknik Informatika Jurnal Ilmiah FIFO Pendas : Jurnah Ilmiah Pendidikan Dasar Jurnal Informatika Universitas Pamulang Zonasi: Jurnal Sistem Informasi Indonesian Journal of Data and Science Jurnal Informatika Progres
Danuputri, Chyquitha
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Humanities Computer Science & IT Decision Sciences, Operations Research & Management Environmental Science Languange, Linguistic, Communication & Media Mathematics Other

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PERBANDINGAN METODE ANFIS DAN ANN DALAM KLASIFIKASI PENYAKIT STROKE MENGGUNAKAN DATA REKAM MEDIS PASIEN Hidayah, Nur; Anggreani, Desi; Danuputri, Chyquitha
Pendas : Jurnal Ilmiah Pendidikan Dasar Vol. 11 No. 03 (2026): Volume 11 Nomor 03, September 2026 Completed
Publisher : Program Studi Pendidikan Guru Sekolah Dasar FKIP Universitas Pasundan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23969/jp.v11i03.63396

Abstract

Accurate stroke classification is vital for appropriate clinical treatment. This study compares the Adaptive Neuro-Fuzzy Inference System (ANFIS) and Artificial Neural Network (ANN) in classifying ischemic and hemorrhagic stroke using 368 medical records from RSKD Dadi, South Sulawesi. Data were preprocessed using Min-Max normalization and an 80:20 train-test split. ANFIS used Fuzzy C-Means clustering with five fuzzy rules, while ANN used a Multi-Layer Perceptron (10-14-7-2). Evaluated via Confusion Matrix, ANFIS outperformed ANN across all metrics, achieving 82.43% Accuracy, 82.00% Precision, 78.00% Recall, and 79.00% F1-Score, compared to ANN’s 79.73%, 80.00%, 73.00%, and 75.00%. ANFIS is a more effective and interpretable model for supporting stroke diagnosis.
Co-Authors . Darniati Ade Mulyana, Ade Agung, Andi Arieswanto, Jenny Dalimunthe, Muhammad Variansjah Desi Anggreani Destriana Widyaningrum Emil Agus Salim Habi Talib Ester Lumba Kusumawardani, Nurul LUKMAN ANAS Lukman Hakim Muhammad Faisal Muhammad Syafaat S. Kuba Muhyiddin A.M Hayat Nur Hidayah Nurachmad, Edi Pramana Thenata, Angelina Risal Riswan, Muh. Santosa, Nico Setiawan, Jodi Stevanus Susilo, Willy Sukamto, Anton Titin Wahyuni Yudha Islami Sulistya