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RAHMI, ELVI
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Journal : Proceeding Applied Business and Engineering Conference

 1 
The Role of SMOTE in Enhancing Naive Bayes Classification for Major Choice Prediction Rahmi, Elvi; Yumami, Eva
ABEC Indonesia Vol. 12 (2024): 12th Applied Business and Engineering Conference
Publisher : Politeknik Negeri Bengkalis

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Abstract

This study examines the application of the Synthetic Minority Oversampling Technique (SMOTE) to addressclass imbalance within a dataset used for predicting high school major selection. The dataset comprises 468 traininginstances, including 306 labeled as 'IPA' and 162 labeled as 'IPS'. Despite the implementation of SMOTE, the results revealno significant enhancement in the predictive performance of the models, as both the SMOTE and non-SMOTE modelsachieved an accuracy of 100%, an F1-score of 100%, and a recall of 100%. This finding suggests that other factors, suchas the selection of relevant features, hyperparameter tuning, and model complexity, may have a more substantial impact onprediction performance. Additionally, the study proposes several recommendations for future research, includingconducting a more in-depth feature analysis, exploring alternative classification algorithms with advanced class imbalancehandling mechanisms, and performing meticulous hyperparameter optimization to improve overall model performance.
Co-Authors Abdi, Hamdani Achmad Patoni Aditya Hanum Widarsa Adlin " Afrina, Cut Ahda, Muhammad Yazid Akhyar Hanif Alatise, Toyosi Albizar, Albizar Alias, Muhamad Firdaus Bin Andika, Reno Anggy Trisnadoli Ani Maratus Sholihah Anita Indria Ardi Satrial Arfando Saputra Armiati Asrizallis, Asrizallis Athari, Zaifullah Budia Warman, Arifki Dafrizal, Dafrizal Defriko Gusma Putra Desi Wahana Dessi Susanti Deswita Deswita DEWI SARTIKA Dian Indriyani Eki Saputri, Teni Elviyenti, Mona Enik Mataurahmah Fajar Ratnawati fatimah Fatimah Fauziyah, Rezy Fina Nasari Fitri Nurdianingsih Fitri, Rabiatul Fitriana, Delita Fitriani Fitriani Hanafiah, Rianti Hani, Umi Hardiayanto Hawa Hasan Hayati, Annur Fitri Helena Helena, Helena Hilmi Hilmi Ibrahim, Tiara Ika Parma Dewi Indriani, Rini Indryani, Dian IQBAL , MUHAMMAD Irayanti, Irma Irfansyah, Aldy Izmi, Nelly Japeri Japeri Jeri Saputra Judijanto, Loso K, Munawir Lestari, Erni Dwi M, Amril Huda M. Yemmardhotillah M. Yemmardotillah Mafaza, Sartika Maradona, Maradona Mhd Wahit Al Fikri Miftahul Riska Moh. Muslim Mudinillah, Adam Muhammad Azlan Muhammad Bambang Purwanto Muhammad Hafizh Mustika Mustika Nadiatul Husna, Mella Nasar, Ismail Nelsy Yulia Syafitri Novelga, Novelga Noviar, Andri Nufus, Faizatun Nurwijayanti Paizal, Paris Perdana, M. Alkadri Permata, Fitria Profesio Putra, Fajri Purwanto, Muhammad Bambang Puspika sari, Herlini Putri Maharani Rahmadani, Mayang Rahmatia Rahmatia, Rahmatia Rambe, Khoirul Fadli Revaldi, Revaldi Revisika Rose Rahmidani Rusmana, Sonya Sabri, Yuli Samara, Nisha Samudra, Mulya Sandy, Gilang Ary Saniyah, Saniyah Saputra, Juni Sari, Delvi Novita Septika Rudiamon Septo Pramesworo, Ignatius Sitti Nuraeni Sofya, Rani Sulistyorini Sulistyorini Susanti, Yulia Putri Syafrianto, Hendra Syafyusari, Febria Syahbana, Thulus G. syahrainy, alfi Tri Bimantoro, Rizal Vanessa, Anadya Diva Wahyuni, Sri Intan Yahya, Muhamad Yance Manoppo Yaqinah, Ainul Yosi Aryanti Yuliana, Mona Yuliska Yumami, Eva Yumna Yumna, Yumna Yunus Rahawarin Yusnia Binti Kholifah Zainul Arifin Zaki Mubarok, Zaki Zeky, Serpuady