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All Journal Jurnal Penelitian Fisika dan Aplikasinya (JPFA) Journal of Education and Learning (EduLearn) Tadris: Jurnal keguruan dan Ilmu Tarbiyah Lentera Pendidikan : Jurnal Ilmu Tarbiyah dan Keguruan Jurnal Inovasi Teknologi Pendidikan Jurnal Bioterdidik: Wahana Ekspresi Ilmiah JURNAL ILMIAH PENDIDIKAN FISIKA AL BIRUNI Jurnal Inovasi Pendidikan IPA Scientiae Educatia: Jurnal Pendidikan Sains Panrita Abdi - Jurnal Pengabdian pada Masyarakat Indonesian Journal of Science and Mathematics Education Desimal: Jurnal Matematika Jurnal Pengabdian Pada Masyarakat Jurnal Pendidikan Fisika dan Keilmuan (JPFK) Jurnal Pendidikan Edutama BIOCHEPHY: Journal of Science Education International Journal of Electronics and Communications Systems Jurnal Pijar MIPA Smart Society: Community Service and Empowerment Journal Online Learning in Educational Research Tadris: Jurnal Pendidikan Islam Asia Information System Journal Jurnal Pendidikan Sains Indonesia (Indonesian Journal of Science Education) Jurnal Pendidikan IPA Indonesia Khazanah Pendidikan Islam Scientiae Educatia: Jurnal Pendidikan Sains AI and Developmental Insights in Education (AIDIE)
Ardian Asyhari
Universitas Islam Negeri Raden Intan Lampung
Religion Agriculture, Biological Sciences & Forestry Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Education Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Library & Information Science Materials Science & Nanotechnology Mathematics Physics Social Sciences Other

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Comparing Data Splitting Ratios in Student Sentiment Analysis Using the Naïve Bayes Algorithm Rofiatus Sabila, Annisa Zulfi; Asyhari, Ardian; Pitri, Rizka
Desimal: Jurnal Matematika Vol. 9 No. 2 (2026): Desimal
Publisher : Universitas Islam Negeri Raden Intan Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24042/

Abstract

Hybrid learning has become an integral component of higher education, making student feedback an important source of information for evaluating learning quality and improving instructional practices. Although sentiment analysis has been widely applied in educational research, limited attention has been given to how different training–testing data-splitting ratios influence classification performance. This study aimed to compare the performance of the Naïve Bayes algorithm using three data-splitting ratios (60:40, 70:30, and 80:20) for classifying students' sentiments toward hybrid learning at UIN Raden Intan Lampung during the second semester of the 2024–2025 academic year. A quantitative approach was employed to analyze 4,728 student opinions collected from 394 respondents. The analytical procedure consisted of text preprocessing, sentiment labeling using the InSet Lexicon, TF-IDF feature extraction, and Naïve Bayes classification, followed by performance evaluation using accuracy, precision, recall, and F1-score. The findings revealed that 70.3% of the opinions expressed positive sentiment, while 29.7% were negative, indicating that students generally perceived hybrid learning favorably despite challenges related to instructional delivery and internet connectivity. The comparison of data partitions showed similar overall performance, with accuracy values of 79% for the 60:40 split, 78% for the 70:30 split, and 79% for the 80:20 split. However, the 80:20 configuration achieved the strongest class-level performance, producing an F1-score of 87% for positive sentiment and 51% for negative sentiment. These findings demonstrate that Naïve Bayes provides stable performance across different data partitions, while the 80:20 ratio offers the most balanced configuration for sentiment classification within the scope of this dataset and analytical framework.
Respon Pondok Pesantren Diniyyah Putri Terhadap Modernisasi Pendidikan Islam Asyhari, Ardian; Sagala, Rumadani; Kendedes, Iin
TADRIS: Jurnal Pendidikan Islam Vol 12 No 2 (2017)
Publisher : State Islamic Institute of Madura

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.19105/tjpi.v12i2.1505

Abstract

Penelitian ini bertujuan untuk memahami modernisasi, penerapan kurikulum, dan aneka bentuk pengembangan Pendidikan Islam yang dilaksanakan di Pondok Pesantren Diniyyah Putri Lampung untuk meningkatkan mutu lembaga pendidikan. Jenis penelitiannya adalah penelitian lapangan (field research) bersifat kualitatif (qualitatif research). Pengumpulan data dilakukan dengan observasi, wawancara, dan dokumentasi. Hasil penelitian menunjukkan modernisasi yang dilakukan di Pondok Pesantren Diniyyah Putri Lampung berfokus pada Sarana dan prasarana, kurikulum, dan metodologi pembelajaran. Penerapan kurikulum pada tingkat MTs dan MA dilakukan dengan menerapkan kurikulum terpadu yang merupakan perpaduan antara kurikulum 2013, kurikulum intrakurikuler, ekstrakurikuler, dan kurikulum Diniyyah putri. Dampak modernisasi Pondok Pesantren Diniyyah Putri Lampung terklasifikasi dari dampak terhadap guru, siswi/santriwati, Lulusan/alumni, dan Dampak Terhadap kepercayaan masyarakat.Kata Kunci: Modernisasi, Pesantren, dan Pendidikan Islam.
Co-Authors Adis Veliana Anjani Adis Veliana Anjani Agusta, Mutia Velli Ajo Dian Yusandika Akbar Handoko Al Qusri, Muhammad Fariq Amaliyah Dwi Cahyaningrum Amar Syafaat Amelya, Putri Andrea Bagas Bambang Budi Wiranto Bayan, Rocelia Pasco Bayu Putra Cahyaningrum, Amaliyah Dwi Dayangku Intan Diah Andika Sari Dicy Maulana Dina Hariyanti Dinda Nurjanah Dixit, Aparna Dominikus Djago Djoa Dwi Handoko Dwi Handoko Erwinsyah, Heru Fauza Farida Feti Yunita Sari Fredi Ganda Putra Ghifar Javad H Aziz Gita Putri Clara Happy Komikesari Hasan Hariri Helda Silvia Helda Silvia, Helda Herli Candra Saputra Herli Candra Saputra, Herli Candra Heru Juabdin Sada Iis Nanda Octana Indah Veronika Intan Islamia Irwandani Irwandani Kendedes, Iin Kendedes, Iin Mapunda, Waziri Mohamed Masyuni, Siti Michalska-Domańska, Marta Misbah Misbah Mohamad Muhassin Muhammad Aridan Muhammad Benard Muhammad Fariq Al Qusri Muhammad Sifa’i Mukarramah Mustari, Mukarramah Murih Rahayu Muzannur Muzannur Muzannur, Muzannur Muzannur, Muzannur Nanang Supriadi Neli Neli Nopal Reza Efendi Nurul Apriyadi Nurul Hidayati Murtafiah Ocha Septianti Octana, Iis Nanda Orin Neta Julia Panse, Vishal R Pitri, Rizka Putri Maharani Putri Maharani Putri, Lia Pebriana Rahma Diani Rahma Diani, Rahma Rahman, Nor Farahwahidah Abdul Rijal Firdaos Rijal Firdaos Rizki Wahyu Yunian Putra Rofiatus Sabila, Annisa Zulfi Rofiqul Umam Rumadani Sagala Santi Widyawati Sarwanto Sarwanto Sarwanto Sarwanto Saxena, Arti Sharov, Sergii Sifa’i, Muhammad Siti Amelia Agustin Siti Masyuni Sowiyah Sowiyah Sri Latifah Sunyono - - Susanti Susanti Susanti Susanti Undang Rosidin Wan Jamaluddin Z Widayanti Widayanti Widayanti Widayanti Widha Sunarno Widha Tri Sunarno Windo Dicky Irawan Yahya AD Yahya AD, Yahya Yani Suryani Yuberti