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Journal : Jurnal E-Komtek

Literature Study: Prediction of the Type of Company where Students Work Using Naïve Bayes and Neural Network Algorithms Saputra, Angga; Luqman; Herman Bedi Agtriadi
Jurnal E-Komtek (Elektro-Komputer-Teknik) Vol 9 No 1 (2025)
Publisher : Politeknik Piksi Ganesha Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37339/e-komtek.v9i1.2314

Abstract

Research was conducted to evaluate the effectiveness of various machine learning algorithms, such as Naive Bayes, Support Vector Machine, Random Forest, and Artificial Neural Network (ANN), in predicting and classifying data. Naive Bayes proved to be efficient and accurate in structured data classification, such as predicting alumni's waiting time to get a job (94%) and vocational school students' job readiness (96.95%). On the other hand, neural network methods such as ANN and GRNN are superior in handling non-linear regression problems, such as house price prediction or college students' study period, although there is still room to improve accuracy. Random Forest is more suitable for complex data, while Naive Bayes is more effective for simple data. This research emphasizes the importance of selecting relevant variables, such as gender, major, and GPA, to improve model performance. Therefore, the selection of machine learning methods should be tailored to the type of data and the purpose of the analysis, as each algorithm has its own advantages and disadvantages.
Co-Authors A.A. Ketut Agung Cahyawan W Abubakar, Rafeah Abubakar, Rafeah Adi Sucipto, Adi Aimmah, Aisy Wildatil Albino, Kevin Aminatun Amiruddin Amiruddin Ardha, Dea Justicia Awalia, Wulan Badrotinnajah, Arju Batubara, Mustopa Marli Darmawati Darmawati Dedy Irawan Dewi, Linda Atika Diana, Raden Rachmy Dwi sona EKO HARYADI Euis Ismayati Fadhly, Ahmad Fatiyah, Salsabila Febriyani, Evy Fibrianto, Sutrisno Grace, Patricia Gunawarman Habib Ismail, Habib Haniza, Sjelly Hariyadi, Wicaksono Putra Haryadi, Wicaksono Putra Herdyan, Rafi Dhianaufal Herman Bedi Agtriadi, Herman Bedi Islamiyah, Anisatin Julianda, Pito Jusi, Ulfa Karima, Annur KOMALASARI, YULI La Goa, Yusnita Lestari, Sri Maria Puji Liyantono . luqman M. Yusuf Arifin, M. Yusuf Maemonah, Maemonah Meini Sondang Sumbawati Miranti Miranti Mohamad, Che Wan Sharifah Robiah Mualip, Mualip Muarofah Ghofur, Muarofah Muhammad Taufiq Munir, Ryaas Mishbachul Nur’ainy, Nur’ainy Oki Darmawan Padua, Agustinus Medi Prasetyo, Dian Estu Pristianto, Hendrik Rakhmat, Rakhmat Rakhmayanti, Dyah Ricky, Zuhar Rifki, Muhamad Fahri Nur Rita Rahmawati Rito Cipta sigitta Hariyono Rohmat, Xepy Abdul Rudi Salam Sinaga Salfa, Refanti Saliyati, Nova Meysila Samsuniyah, Samsuniyah Sandayanti, Vira Santoso, Haris Saputra, Muhamad Adi Saraswati, Nurul Mega Sari, Mona Sari, Nelfa Silmiati, Silmiati Sudarsono Supratama, Riky Suyadi Suyadi Syafrowi, M. Mualla Syahril, Ahmad Syukira, Nikma Syukira Tri Suciati Utami, Deviani Utomo, Sabrina Salsabila Victor Simanjuntak Vitamia, Cszahreyloren Yasintha Sari Pratiwi YB Andre Marvianta Yessie Widya Sari Yusril Yusuf Zaili Rusli