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Implementasi Extremely Randomized Trees dengan Optimasi Hyperparameter Accelerated Particle Swarm Optimization untuk Klasifikasi Subtipe Anemia Adelia, Adelia; Trimono, Trimono; Idhom, Mohammad
JURNAL FASILKOM Vol. 16 No. 1 (2026): Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer)
Publisher : Unversitas Muhammadiyah Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37859/jf.v16i1.11295

Abstract

Anemia is a health problem that negatively affects both medical outcomes and social well-being, highlighting the need for accurate early detection. This study applies a machine learning approach to classify anemia subtypes to support clinical intervention and further examination. The Extra Trees method employs a hierarchical decision-tree structure with extreme randomization, making it robust to overfitting and capable of good generalization on small to medium datasets. Accelerated Particle Swarm Optimization (APSO) is utilized as an efficient optimization technique to improve classification performance. The novelty of this study lies in integrating Extra Trees with APSO to optimize anemia subtype classification. The dataset consists of 385 records collected from a regional hospital in East Java, Indonesia, covering four classes: thalassemia, iron deficiency anemia, anemia of chronic disease, and non-anemia. The features include patient initials, gender, age, and hematological parameters (Hb, HCT, RBC, MCV, MCH, MCHC, RDW). The optimized model achieved 85% accuracy, 87% precision, 85% recall, 85% F1-score, 95% specificity, and 94% AUC, outperforming the non-optimized model. These results indicate that the proposed approach is effective for anemia subtype classification.
Co-Authors Abdul Azis Abdul Hakim Abednego, Danuarta Azarya Abrory, Muhammad Nizar Adriani Adriani Afifah, Lu'luul Millati Ahmad Jupri Ai Kustiani Akbar, Arya Zulfikar Aldiana, Siti Mia Alexander Pakiding Amalia, Syemalia Azka Amantara, Dodi Hendra Andreas Widjaja Anggraheni, Ika Anisa Agustina, Anisa Arifuddin, Widiastini Arisanti, Devia Asep Wasid Astuti, Nuning Aswan Aswan Aziizi, Ainun Nur Bachtiar, Da’i Baiq Nada Buahana Basso, Siska Bin Bessy, Baharudin Billy Susanto Panca Butar-Butar, Doortua Dagonala, Ube Dalimunthe, Nikmah Daniel Jahja Surjawan Darmawan Darmawan Daud Rodi Palimbong Debi Irawan Diana Trivena Yulianti Djoni Setiawan Doro Edi Dorojatun, Novia Roro Eky Setiawan Salo Erhan, Keysha Iszmi Fadhlanrashif Ibrahim Supriana Faizah, Azka Naila Fajri, Rahmatul Ferdiyansah, Muchammad Nur Haqikad Fitri Rahmawati Gilberth Giandy Taruna Kesumah Gilman, M. Afdhol Girsang, Ermi Gultom, Remaydo Timothy Hakpantria, Hakpantria Halimatussakdiah Halimatussakdiah Hapnes Toba Hardanik, Lisa Putri Haryono, Angelique Keyko Hasria Alang Hendra Bunyamin Hendra Bunyamin Hendrianto, Diki Hs. Pandipa, Abd. Khalid Husnul Khatimah I Gede Adhitya Wisnu Wardhana idhom, Mohammad Ihsan, Muhammad Taufik Ika Wulandari Ilham Ilham Indah Victoria Sandroto Irwanto Irwanto Islamawati, Islamawati Ismail, Aldian Fajar Isrowati, Isrowati Johan, Meliana Christianti Julianti Kasih Julianti Kasih Julianti Kasih, Julianti Khoiruddin, M. Yusuf Alfan Kridanto Surendro Kurbani, Adie Kurniawan, Victor Kurniawati Kurniawati Lailatul Mukarromah, Lailatul Lestari, Yunita Puji Liliawati, Swat Lie Lilik Hidayati, Lilik Lubis, Yeni Maharani, Agista Mahardika, Betric Prisi Maresha Caroline Wijanto Maresha Caroline Wijanto Maresha Caroline Wijanto Marpani, Marpani Maryani Maryani Masruroh, Barokatun Mathari, Mathari Melyani Sari Sitepu Mewati Ayub Miftahurrahmah Miftahurrahmah, Miftahurrahmah Mita Wulandari Mufarokhah, Zulfa Muin, Nurmiah Nasution, Ali Napiah Niko Ibrahim Ning Tias, Bella Septy Ningsih, Niati Ningsih, Putri Dwi Nur Alifah Nurhalima, Nurhalima Nurhasanah Nurhasanah Nurhayanti, Indah Nurkardina Novalia Nurkhofiah, Siti Nurpathonah, Nurpathonah NURUL HAYATI NURUL HIDAYAH Oasis, Arzaki Zaget Oscar Karnalim, Oscar Padwa Sari, Gustin Pakiding, Alexander Pasa, Frizki Nurul Pefrianto Taruk Lawa Pramita, Rezky Prayoga, Garlan Puspitasari, Andi Putia, Munawara Rachmayani, Ika Radella Hervidea, Radella Rahman, Eisya Rahmawati, Refika Ramadhani, Inova Dira Ramadhani, Safila Marina Ratnawati Siata, Ratnawati Reynaldo, Giovanni Matthew Risal Risal Risal Risal Rizqiah, Shilna Maftuhatar Robby Tan Rohani, Ida Romauli Pakpahan Romdony, Jefry Rossevine Artha Nathasya Royani, Andhini Dwi Mifta Saifullah Saifullah Salsabila, Aenan Selviana Selviana Siboro, Sinta Marito Simanjuntak, Syntia Margaretta Sintia, Nuraema Sitaba, Niska E Siti Khodijah Sitti Fahirah Arsal, Andi Sri Rahma Friani Sudiantoro, Beni Nungroho Sukiyat, Sukiyat Tarigan, Emi Yani Teta Br Teddy Marcus Zakaria Tiur Gantini Tiur Gantini Topanus Tulak Tri Suratno Triani, Novi Trimono, Trimono Tulak, Harmelia Ulil Amna, Ulil Wahyudi, Alpan Wenny Franciska Senjaya Wijaya, Imroatulhuda Wijdan, Ifad Wiwin Agustian Yeni Trisna Purba Yeremia, Joshia Yulita Zanaria, Yulita Yulius Bastian Zaenuri, Siti Nurhikmah Zaindanu, Yoan Zaini, Kurniawan