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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 Adlin " Afrina, Cut Ahda, Muhammad Yazid Akhyar Hanif Albizar, Albizar Alias, Muhamad Firdaus Bin Andika, Reno Ani Maratus Sholihah Anita Indria Arfando Saputra Armiati Asrizallis Asrizallis Budia Warman, Arifki Dafrizal, Dafrizal Defriko Gusma Putra Desi Wahana Dessi Susanti Deswita Deswita DEWI SARTIKA Dian Indriyani Eki Saputri, Teni Enik Mataurahmah Fajar Ratnawati fatimah Fatimah Fauziyah, Rezy Fitri Nurdianingsih Fitriani Fitriani Gunawan, Renki Hani, Umi Hawa Hasan Helena Helena, Helena Ignatius Septo Pramesworo Ika Parma Dewi Indryani, Dian IQBAL , MUHAMMAD Irayanti, Irma Irfansyah, Aldy Izmi, Nelly Japeri Japeri Jeri Saputra K, Munawir Loso Judijanto M, Amril Huda M. Yemmardhotillah M. Yemmardotillah Mafaza, Sartika Maradona, Maradona Marsinah, Marsinah Miftahul Riska Moh. Muslim Mudinillah, Adam Muhammad Azlan Muhammad Bambang Purwanto Muhammad Bambang Purwanto Muhammad Hafizh Mustika Mustika Nadiatul Husna, Mella Nasar, Ismail Nelsy Yulia Syafitri Ninil Elfira Nufus, Faizatun Profesio Putra, Fajri Puspika sari, Herlini Rahmadani, Mayang Rahmatia Rahmatia, Rahmatia Revaldi, Revaldi Revisika Rini Indriani Rose Rahmidani Rusmana, Sonya Sabri, Yuli Samudra, Mulya Sandy, Gilang Ary Saputra, Juni Septika Rudiamon Sitti Nuraeni Sulistyorini Sulistyorini 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 Yumami, Eva Yumna Yumna, Yumna Yunus Rahawarin Yusnia Binti Kholifah Zaki Mubarok, Zaki