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Setiawan, Johan
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Journal : Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi)

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Data Mining Techniques for Predictive Classification of Anemia Disease Subtypes Setiawan, Johan; Amalia, Dita; Prasetiawan, Iwan
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 8 No 1 (2024): February 2024
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v8i1.5445

Abstract

Anemia, characterized by insufficient red blood cells or reduced hemoglobin, hinders oxygen transport in the body. Understanding the various types of anemia is vital to tailor effective prevention and treatment. This research explores data mining's role in predicting and classifying anemia types, emphasizing Complete Blood Count (CBC) and demographic data. Data mining is key to building models that aid healthcare professionals in the diagnosis and treatment of anemia. Employing the Cross-Industry Standard Process for Data Mining (CRISP-DM), with its six phases, facilitates this endeavour. Our study compared Naïve Bayes, J48 Decision Tree, and Random Forest algorithms using RapidMiner's tools, evaluating accuracy, mean recall, and mean precision. The J48 Decision Tree outperformed the others, highlighting the importance of algorithm choice in anemia classification models. Furthermore, our analysis identified renal disease-related and chronic anemia as the most prevalent types, with a higher incidence among women. Recognizing gender disparities in the prevalence of anemia informs personalized healthcare decisions. Understanding demographic factors in specific types of anemia is crucial for effective care strategies.
Co-Authors Achmad Fauzan Azhar Adhari, Muhammad Faresa Afwan, Bahtiar Ahmad Buhari Ahmad Faza Ajat Sudrajat Ajat Sudrajat Ajat Sudrajat Albert Richard Dammara Alba Amalia, Dita Aman Aman Aman Aman Aman Aman Aman Aman Aman Aman Anik Widiastuti Ardian Fahri Assegaff, Alifah Rahma Assidiqi, Muadz Ayu Nindita, Nabilah Bahtiar Afwan Basuki, Sucipto Beatrice, Beatrice Bobi Hidayat Bunari, Bunari Bunari, Bunari Cheri Saputra Cindy Febriani Santoso CK, Andrei Ferdinan Bayu Darmadi Darmadi Destiya Anisa Putri Dewi Firnia Dian Anggraeni Dina Fitria Murad Djakman, Chaerul D. Dyah Kumalasari EDWIN AGUS BUNIARTO Elis Setiawati, Elis Erick Fernando B311087192 Eunike Endariahna Surbakti Fadli, Muhammad Rijal Fahruddin Fahruddin Faza, Ahmad Fedora, Brenda Fianty, Melissa Indah Fidelia Rahmah Fikri, Asyrul Hadisaputra Hadisaputra Hadisaputra, Hadisaputra Hartoto Hartoto Ikfi Muallifa Izzati Ilmiawan Ilmiawan, Ilmiawan Irfai Fathurohman, Irfai Jacintha Cordelie Jana, Padrul Kevin kevin Khasanah, Nurfayatun Khoirul Umam Kian Amboro Kurniawan, Wakhid Kuswono Kuswono La Ode Dinda Lia Yuliana Marzius Insani Ma’arif, Muhammad Anas Mella Margareta Veronica Middya Boty, Middya Muhammad Basri Musyarofah, Atiqatul Myristica Imanita Nafi'ah, Rahmawati Nasiwan nasiwan Ningsih, Tri Zahra Ninik Sudarwati Nur Alfin Hidayati Nurizky Handayani Nurlita, Nurlita Oetama, Raymond Sunardi Ofianto, Ofianto Pangaribuan, Christian Haposan Permatasari, Wahyu Ida Permatasari, Wahyu Ida Permatasari, Wahyu Ida Pertiwi, Nurul Reza Phoan, Vinson Prasetiawan, Iwan Pratama, Widya Arum Princes, Elfindah Purnamasari, Reski Renita Agustina RICO, MUHAMMAD Riyanto Riyanto Saefur Rochmat Saliman Saliman Saputra, Nanda Setiawan Sariyoga, Setiawan Sherisa, Livia Alma Solly Aryza Suciati, Rahmadiah Sudirman Sudirman Sugi Suhartono Sulaiman, Agus Suma, Selviana Sumiyatun Sumiyatun Supardi Supardi Surandi Surandi Suranto Aw SURYA AYMANDA NABABAN Suryani, Susi Suwandi, Kevin Tresna S, Ari Umasugi, Mohbir Umi Hartati, Umi Usman, Feliks Syahputra Wahyu Dwi Anggraeni Wahyu Ida Permatasari Wakidi Wakidi Wakidi Wakidi Wati, Kurnia Pradila Wibisono, Giovanni Widjaja, Michael WINANTI, WINANTI Yosevine, Prisca Yuliantri, Rhoma Dwi Aria Yustina Sri Ekwandari Yusuf Yusuf Zamroni Zamroni Zul Asri