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Journal : Jurnal Teknik Informatika (JUTIF)

DECISION TREE OPTIMIZATION IN HEART FAILURE DIAGNOSTICS: A PARTICLE SWARM OPTIMIZATION APPROACH Sumarna, Sumarna; Sartini, Sartini; Pangesti, Witriana Endah; Suryadithia, Rachmat; Riyanto, Verry
Jurnal Teknik Informatika (Jutif) Vol. 5 No. 3 (2024): JUTIF Volume 5, Number 3, June 2024
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2024.5.3.1815

Abstract

The rapid advancement of technology has made the implementation of accurate diagnostic methods for serious diseases like heart failure extremely important. Heart failure, being a leading cause of death worldwide, necessitates precise and accurate diagnostic techniques. The problem with conventional diagnostic methods is that they often fail to effectively accommodate the complexity of clinical data, leading to an increase in mortality rates due to heart failure. Previous research has employed various data analysis methods, but there are still fluctuations in the accuracy of results. The aim of this study is to enhance the accuracy of heart failure diagnosis by integrating the Decision Tree (DT) method with Particle Swarm Optimization (PSO) optimization. This research involves collecting and preprocessing heart failure data, followed by the development of a DT model. This model is then optimized using the PSO technique. The study uses a dataset from the UCI Repository, involving testing and validation processes to measure the model's effectiveness. The results show a significant improvement in accuracy and the Area Under Curve (AUC) after applying PSO. Accuracy increased from 79.92% to 85.29%, and AUC from 0.706% to 0.794%. The conclusion is that the integration of DT and PSO successfully improved the accuracy and reliability of the model in diagnosing heart failure. This innovation offers potential for further research in integrating optimization techniques in health data analysis, with the possibility of application in various clinical scenarios.
Co-Authors Abdul Karim Agus Supriyoko Aisyah, Nurma Al Makin Al Makin, Al Makin Alpina Bukhori Amir, Muhammad Nur Amirullah -, Amirullah Amriani Amriani Amriani Amriani, Amriani Andi Indardaya, Andi Andi Nilawati Usman Andi Saryoko Andriani Chondro Retno Anisantaria Anisantaria Anisantaria, Anisantaria Aprillia, Gita Dewi Ardepy, Sri Ardianto, Tiyo Arifin, Arfiani Ariska, Fitri Arjuna, Andi Artika, Cut Mutia As'ad, Muhammad F. Asbah, Asbah Askarulloh, Muhammad Azam Bahar, Muhammad A. Budiman, Ade Surya Cerianing Putri Pratiwi Chairunissa, Indri CHONDRO, ANDRIANI Daraini Mahdhalita Desilva Sindra Dewi Lestari Dicky Kurniawan, Muhammad Djide, Nana Juniarti Natsir Djuretna Adi Imam Muhni, Djuretna Adi Imam Dodi Febrian Dwi ASTUTI E. Harso Kardhinata E. Harso Kardhinata Ellen Lumisar Panggabean Emilia Utomo, Emilia Endang Fauziati Eriani Sahara Eriani Sahara, Eriani Fahrianti, Nurmala Fastabiqul Khairad Ferdinand Susilo Fhahri Mubarak Firdaus, Thoriq Baihaqi Firzan Nainu Firzan Nainu Fitri, Nur Amalia Fitriani, Rita Gemini Alam Gemini Alam Green Juninas Simbolon Green Juninas Simbolon, Green Juninas Guspi Wilda Sari Sianipar Haeriah Haeriah, Haeriah Hafis Nurdin Haki, Ubay Handayani, Andriani Condro Retno Hardiyanti, Widya Harsono Harsono Harun Joko Prayitno Hayyun Maghfiroh Heddy Shri Ahimsa Putra Heni Febriani, Heni Henny Yuslina Herlina Lumbantobing Herlina Rante Herliyani, Selvi Hirjan, Muhamad Hormarita Saragih Husin, Farid I Gede Arya Sucitra Ida Fauziah Ida Fauziah, Ida Ilham Ramadhan Nasution Indri Rizki Rahmasari Irawan, Maya Novita Sari Irfayanti, Nur Alfiah Islami, Moch Zihad Jasmiadi Juliana Ruminta Sijabat Kardhinata, E. Harso Karim, Abdul Khairani khairani khairani, Khairani KIKI NURTJAHJA Kristina Pangaribuan, Ingka Latada, Nadila P. Limbong, Lasmega R Listrahot Tondang Lubis, Rosliana Lulu Fatma Dewi Luwiyanto, Luwiyanto M.Natsir Djide Ma'ruf, Dedy Maharani, Berliana Intan Mamlukah, Mamlukah Mangilep, Muhammad Agung Ady Manullang, Widya PS. Marliana marliana marliana, Marliana Marti Silfia Masiroh, Masiroh Maya Novita Sari Irawan Meida Nugrahalia Meida Nugrahalia Meida Nugrahalia, Meida Mudjahid, Mukarram Mufidah Mufidah Muhammad Rahmatullah, Muhammad Muhammad Sanusi Muhammad Usman Muhammad Usman, Muhammad Muhibbin, Muhibbin Muhtar, Mohamad Khusnial Munir, Adelin Gusman Munte, Nuriana Nabila Na'ma Aisa Natsir Djide Nisa, Aza Khiatun Novianti Novianti Nugrahalia, Meida Nur Zam Zam, Andi Nur, Fitri Amalia Nuraini Nuraini Nurdin, Fatmawati Nurhalimah Nurhalimah Nuriana Munte Ocsanda, Devina Oki Irawati Okianna Okianna One May Sunday Nababan Pahlawi, Ilham Pangestu, Dwi Agung Panggabean, Ellen L. Pratama, Muhammad R. Pratama, Winda Setya Purnama Dewi Rohana Purnamasari, Eka Purnawanti, Dia Purwanti, Anik Rahmiati Rahmiati Rahmiati Rahmiati Ratnawati ratnawati ratnawati, Ratnawati Retna Astuti Kuswardani Retno Sari Rita Fitriani Ritonga, Triana Permatasari Riyanto Riyanto Riyanto Riyanto Riyanto Rizal Fahmi Rosa, Reski A. Rosliana Lubis Rosliana Lubis, Rosliana Royman S Panjaitan Rr Yudiswara, Permatasari Ayu Saipul Sihotang Saipul Sihotang, Saipul Saputra, Dimas Aji Saputra Sari, Dwi K. Saripudin Saripudin Selamat, Iffah Liyana Binti Shodiq Purnomo Sigit Haryanto Sinaga, Martaulina Siregar, Rahma Sari Siregar, Siti Aisah Siti Nurhasanah Nugraha Siti Rubiatik Siti Rubiatik, Siti Situmorang, Kartika Soviyanti, Evi Subehan Subehan, Subehan Suhenro, Suhenro Sukoso Sukoso Sulastri Sulastri Sulastri Sulastri Sulfiana, Baiq Sumardi . Sumarna Sumarna Suryadithia, Rachmat Suwitno, Nurmadani Tarigan, Emilia Surabina Br Veni Hadju Vera Ananda Harahap Verry Riyanto Viranthy Surbakti, Diana Wajdi, Muhammad Farid WITRIANA ENDAH PANGESTI Yana Iqbal Maulana Yeni Artika Yuslina, Henny Zebua, Oktaviani Zebua, Winda Irawati