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Ariyana, Renna Yanwastika
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Journal : Jurnal TAM (Technology Acceptance Model)

 1 
COMPARISON OF DECISION TREE AND NAÏVE BAYES ALGORITHMS IN CLASSIFICATION MODELS TO DETERMINE LECTURER PERFORMANCE USING K FOLD CROSS VALIDATION Nurnawati, Erna Kumalasari; Sholeh, Muhammad; Ariyana, Renna Yanwastika; Almuntaha, Eska
Jurnal TAM (Technology Acceptance Model) Vol 14, No 2 (2023): Jurnal TAM (Technology Acceptance Model)
Publisher : Institut Bakti Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56327/jurnaltam.v14i2.1604

Abstract

Lecturer performance is very important to support the progress of higher education. Determination of lecturer performance is based on Tri Dharma activities, including: teaching, research and community service. This study aims to build a model that can predict the predicate of lecturers from the activities carried out. The best model is obtained by comparing the use of two algorithms, namely Decision Tree and Naive Bayes. Data mining methods use the CRISP-DM method, namely business understanding, data understanding, data preparation, modeling, evaluation, and development. Performance testing of training data using K Fold Cross Validation. The modeling results with this performance show that the Decision Tree algorithm has better performance with 94.70%, accuracy, 93.24% precision and 96.33% recall, while Naïve Bayes algorithm has performance with 92.95%, accuracy 90.08% and 96.33%. This shows that modeling using the Decision Tree algorithm can be used as a model in determining lecturer performance.
Co-Authors Afifah Dzuriatun Khasanah Aji Pranoto Almuntaha, Eska Amir Hamzah Amir Hamzah Arbintarso, Ellyawan Setyo Ath-Thaariq, Muhammad Rizqy Catur Iswahyudi Dino Rahman Sya'bani Edhy Sutanta (Jurusan Teknik Informatika IST AKPRIND Yogyakarta) Eko Nur Cahyo Emy Setyaningsih Erfanti Fatkhiyah Erma Susanti Erna Kumalasari Erna Kumalasari Nurnawati Erna Kumalasari Nurnawati Febrianto Ramadhan Galang Pratama Sukma Putra Hanifah Febria Mahatrisna I Nyoman Wiranata Indriani, Putri Irmah Gisfas Khasanah, Rahayu Kusumaningsih, Rr. Yuliana Rachmawati Luay Nabila El Suffa Majid, Iqbal Abdul Mansyur, Muhamad Muhammad Nurcahyo Sasongko Muhammad Rizqy Ath-Thaariq Muhammad Rizqy Ath-Thaariq MUHAMMAD SHOLEH Muhammad Sholihul Masnuh Nurmansyah Nurmansyah Oktavia, Yunika Putri Pradnyana, I Wayan Julianta Prita Haryani R. Ismail Nugroho Akbar Ramadhan, Muhammad Zidan Rifqi Reza Pakiding Rian Fatoni Tri Wicaksono Riki Apriadi Riki Apriadi Rochmad Suseno Rosalia Arum Kumalasanti Rosalina Elvideswita S. Sutysna Saputra, Tegar Satria Iman Satrio Muslim Wibowo Siti Saudah Suparyanto Susanto, Fx. Guntur Putra Theresia Solot Diri Uning Lestari Uning Lestari Wahyudi, Putu Widi