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Journal : Indonesian Journal of Data and Science

Performance Comparison Analysis of Classifiers on Binary Classification Dataset Rahmat Fuadi Syam; Rahmadani
Indonesian Journal of Data and Science Vol. 4 No. 2 (2023): Indonesian Journal of Data and Science
Publisher : yocto brain

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56705/ijodas.v4i2.77

Abstract

In this study, we compared the performance of Random Forest Classifier and Decision Tree using classification evaluation methods. The results showed that Random Forest Classifier had a higher overall accuracy rate but also produced more outliers. On the other hand, Decision Tree demonstrated consistency in classification with fewer outliers. These findings provide insights into the trade-off between accuracy and consistency when selecting the appropriate classification method. Furthermore, further research is needed to understand the impact of outliers on classification performance and to take appropriate steps in addressing them.
Co-Authors , Miftah El Fikri Abd Hakim Laenggeng, Abd Hakim Abd Rauf AD. Basnawati AD. Basniwati Afu , La Ode Alirman AGUNG SETIAWAN Ahmad Miftahurrahman Anwar Aida Sari Alfiani Pulungan Amalia, Riska Ari Amanda, Era Dea Amir Hamzah Effendi Ananto, Rangga Putra Andi Sultan Metaraga Agung Andri, Suci Andriani Anni Khoiriah Apriandini, Wani Apriyanto A.J. Pauweni Arifudin Aris Wahyono, Aris Wahyono Arlin Maya Sari Armina Afriani Arrafii Sihotang, Bambang Ashari Ashari Astija Aulia Rahmah Puteri Aulia, Fathira Hilmi Ayyub Fudhail Zibly Baiq Vira Safitri Bakri, Zainal Beverly Evangelista Chrisdianto Eko Purnomo Cinta Ramadhani Deby Safitri Hasanah Dede Mahdiyah Dede Mahdiyah, Dede Deswina, Melri Dewi Nurmasari Pane Eka Surya Fitriani Elisa, Audiya Endah Subekti Endang Sulistya Rini Erma Fallahiyan, M. Alfian Fallahiyan, Muh. Alfian Familia, Aorelia Bunga Febrina Asmiralda Feliks Yohanes Sihombing Fitri Ayu Ningtiyas, Fitri Ayu Gong Martua Haeruman Jayadi Hastika, Febby Yulia Hendri Wibowo Hendry . Herlina M Husein Afandi Husnati, Lailan Husni A Jalil Icam Sutisna Ilham A. Fattah Jumat, Gani Junil Adri Kamidin, Masruhi Kamila, Saadatul Khairul Umam Kristian Unga Kristina Annatasia Br Sitepu Kumalasari, Inci Saputri Kurniawan, Ahmad Labbase, Ilham Lahmuddin Lalu Yazid Ferdiansyah Lia Rukmaini M. SALEH Mahdi Mulia Mallombassi Marto Sihombing Masbulan Mauliana Adwiah Meldawati Mohtar, M. Sobirin Muhammad Ansarullah S. Tabbu Muhammad Iqbal Muhammad Irfan Hasanuddin, Muhammad Irfan Muhammad Rifa'i Munirul Abidin Mursito S. Bialangi Mursyid, Besse Tenriabeng Musa, Faisal Nadia, Togu Nahda Laili Khairizqa Nasir, Munawir Ningsih, Kristiyana Wahyu Nur Afia Nur Aisyah Nur Halimah Lubis Nur Hidayah Nur Hikmah Nurul Wakia Pangulu Abdul Karim Pardede, Akim Manaor Hara Prartama, Amal Pratama, Prasetya Putra Putri Anisa Nasution Putri Azizah Nasution Putri Maharani Putri, Chairani Dwi Putri, Sukma Rabab Khan Rachman Maulana Kafrawi Rahmat Fuadi Syam Rahmawati Raihanah Raodah, Putri Ratu Yulianti Natsir Revi Riandy Nugraha Rida Rifaatul Mahmuzah Rikardho Risky, Raihan Riza Mahyuda Robiatul Adawiyah RR. Cahyowati RR. Ella Evrita Hestiandari Rusnan Safriadi Safriadi, Safriadi Salsa Nadhillah Santana, Richo Adjie Sari, Ririn Anggita Sarkawi Shofia Nur Awami Silaban, Indra Marto Sinaga, Nurul Afni Siti Marwiyah Siti Nurhaliza Jufri Sri Rahayuningsih Suci Andri Suluwi , Hamsir Sumina Rambe Supina Batubara Sutarini Syahyunan Syarif, Sitti Hatija Syarifah Febby Amelia Taufik, Zahratul'ain Theana, Milka Titin Nurfatlah Tuti Alawiyah UC Mariance Ummu Khoiriah Rangkuti Wiwik Andriani