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Rian Hidayat
Fakultas Pertanian, Universitas Andalas
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Veterinary Other

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Evaluasi Kinerja Model Machine Learning dalam Cross-Project Defect Prediction Menggunakan Library PyCaret Hidayat, Rian; Subekti, Agus
Techné : Jurnal Ilmiah Elektroteknika Vol. 24 No. 2 (2025)
Publisher : Fakultas Teknik Elektronika dan Komputer Universitas Kristen Satya Wacana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31358/techne.v24i2.603

Abstract

Cross Project Defect Prediction (CPDP) is used to overcome the limitation of training data on new projects. This study tests the performance of machine learning models (Random Forest, CatBoost, Logistic Regression, KNN, SVM) in a CPDP scenario with the AEEEM dataset, comparing results before and after hyperparameter adjustment. Models were tested using a one-to-many CPDP architecture, with evaluation metrics of Accuracy, AUC, Recall, Precision, and F1-Score. As a result, Random Forest excels in 9 out of 20 prediction combinations, followed by CatBoost which is best in 4 combinations after tuning. KNN and SVM won in 3 and 2 combinations respectively, while Logistic Regression only excelled in 2 combinations. Hyperparameter tuning improved the performance of all models except Logistic Regression, with SVM improving most significantly (6.39%), followed by KNN (3.94%), RF (5.14%), and CatBoost (1.4%). Project combinations such as LC ? EQ, ML ? EQ, and PDE ? EQ performed well, demonstrating the effectiveness of CPDP when projects are similar. In contrast, combinations such as EQ ? ML and ML ? LC performed poorly due to differences in data distribution. This study concludes that CPDP is effective for software defect prediction when local data is limited, and can be the basis for further research such as transfer learning or project selection based on semantic similarity.
Pelatihan Membaca Syair Melayu di SMK Kelapa Sawit Arsya Ganeeta Indonesia sebagai Upaya Pelestarian Sastra dan Budaya Melayu Hidayat, Rian; Siswanto, Siswanto; Nelfita, Yulia; Islami, M. Fiqri Al; Aulia, Windi
Sajak: Jurnal Penelitian dan Pengabdian Sastra, Bahasa, dan Pendidikan Vol. 4 No. 2 (2025): Juni 2025
Publisher : UIR Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25299/s.v4i2.21560

Abstract

Malay poetry (syair) is a cultural heritage rich in aesthetic, moral, and social values. However, interest among younger generations in syair has declined due to the dominance of popular culture and the lack of interactive learning methods. At Arsya Ganeeta Indonesia Palm Oil Vocational School, students were found to have low levels of understanding, reading skills, and confidence in performing syair. To address these issues, a practice-based poetry reading training was conducted using an experiential learning approach. Data were collected through observations, interviews, and pre- and post-training questionnaires involving 28 students. The results showed significant improvements: understanding of syair increased from 11% to 86%, accurate pronunciation improved from 14% to 57%, appropriate use of tone and intonation rose from 11% to 50%, and students’ confidence in reading aloud grew from 11% to 54%. Additionally, 90% of participants expressed that the training was beneficial and hoped it would be continued. This training proved effective as an applicable culture-based learning model and can be integrated into local content curriculum or extracurricular activities to preserve Malay literary heritage among vocational school students.
Komparasi Algoritma Machine Learning (SVM, Random Forest, dan Regresi Logistik) untuk Prediksi Tingkat Obesitas Achmad Rivai Syahputra; Rian Hidayat; Fathur Rismansyah; Sumanto Sumanto; Imam Budiawan; Roida Pakpahan
Jurnal Ilmiah Teknik Informatika dan Komunikasi Vol. 5 No. 3 (2025): November: Jurnal Ilmiah Teknik Informatika dan Komunikasi 
Publisher : Lembaga Pengembangan Kinerja Dosen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/juitik.v5i3.1716

Abstract

Obesity is a global health issue with a continuously increasing prevalence. Early prediction of obesity levels is crucial for designing more effective intervention strategies. This study aims to apply and analyze the performance of three machine learning classification methods: Support Vector Machine (SVM), Random Forest (RF), and Logistic Regression (LR), for predicting obesity levels. The research methodology utilizes a public dataset, ObesityLevels, downloaded from the Kaggle platform, which consists of 2111 medical and lifestyle records. The process includes data preprocessing to convert categorical features into numerical ones, splitting the data into training and testing sets with a 70:30 ratio, model training, and evaluation using accuracy, precision, recall, and F1-score metrics. The results indicate that the Random Forest (RF) algorithm achieved the highest performance, with an accuracy of 90.3%, precision of 90.3%, recall of 90.3%, and an F1-score of 90.3%. Based on these findings, it is concluded that the Random Forest model is the most effective choice for an obesity level prediction system based on the dataset used.
PENGARUH BRAND IMAGE DAN BRAND EQUITY TERHADAP MINAT BELI SEPEDA MOTOR MEREK YAMAHA (Studi pada Konsumen Bahana Ciamis) Rian Hidayat; Sukomo Sukomo; Mukhtar Abdul Kader
Business Management and Entrepreneurship Journal Vol 5, No 2 (2023)
Publisher : Program Studi Manajemen Fakultas Ekonomi Universitas Galuh

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Rian Hidayat, NIM. 3402160063. “Pengaruh Brand Image dan Brand Equity Terhadap Minat Beli Sepeda Motor Merek Yamaha (Studi pada Konsumen Bahana Ciamis)”. Dibawah bimbingan H. Sukomo, Drs., M.Si. dan Mukhtar Abdul Kader, S.E., M.M. Penelitian ini difokuskan pada Pengaruh Brand Image dan Brand Equity Terhadap Minat Beli Sepeda Motor Merek Yamaha (Studi pada Konsumen Bahana Ciamis).Permasalahan yang dihadapi pada penelitian ini meliputi: 1). Seberapa besar pengaruh brand image terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis? ; 2). Seberapa besar pengaruh brand equity terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis?; 3). Seberapa besar pengaruh brand image dan brand equity terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis? Adapun tujuan penelitian dalam penelitian ini adalah untuk mengetahui: 1) Besarnya pengaruh brand image terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis ; 2) Besarnyapengaruh brand equity terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis; 3) Besarnya besar pengaruh brand image dan brand equity terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis.Metode yang digunakan dalam penelitian ini adalah metode survey dengan pendekatan kuantitatif. Hasil dari penelitian dan pengolahan data menunjukan 1) Brand image berpengaruh positif dan signifikan terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis sebesar 26,01% sedangkan 73,99% lainnya dipengaruhi oleh faktor lain yang tidak diteliti; 2) Brand equity berpengaruh positif dan signifikan terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis sebesar 50,84% sedangkan 49,16% lainnya dipengaruhi oleh faktor lain yang tidak diteliti; 3) Brand image dan brand equity berpengaruh positif dan signifikan terhadap minat beli sepeda motor merek Yamaha pada Bahana Ciamis dengan besarnya pengaruh 51,98% dan sisanya 48,02% dipengaruhi faktor lain.Diharapkan Bahana Ciamis memperhatikan brand image dan brand equity sehingga akan meningkatkan minat beli sepeda motor Yamaha. Kata kunci: Brand Image, Brand Equity dan Minat Beli Konsumen
Pengantar Hukum Internasional: Prinsip, Sumber, dan Peranannya Dalam Dunia Modern Syamsuddin, Muh Suharto; Dewi, Mira Nila Kusuma; Hidayat, Rian; A, Amrullah; Octaviany, Resty
Media Hukum Indonesia (MHI) Vol 4, No 1 (2026): March
Publisher : Penerbit Yayasan Daarul Huda Kruengmane

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/zenodo.17983465

Abstract

International law is a complex and dynamic normative framework that regulates relations among states, international organizations, and other legal subjects at the global level, emphasizing fundamental principles such as state sovereignty, non-intervention, the prohibition of the use of force, and human rights. This article provides an in-depth analysis of the definition, scope, history, sources, key principles, and the role of international organizations in the context of contemporary challenges, including climate change, cybersecurity, terrorism, migration, and geopolitical conflicts. Using historical, analytical, and case-study approaches, including the 2022 Russian invasion of Ukraine, the author explores the evolution of international law from the 17th century to the current digital era. The main findings indicate that although international law promotes global stability and cooperation, its effectiveness is often undermined by unequal enforcement, the realpolitik of powerful states, and gaps in emerging norms for new issues. This article contributes to the international law literature by advocating structural reforms, such as strengthening enforcement mechanisms and integrating technology, to address 21st-century challenges. 
Social Alienation in the Digital Age: Roland Barthes' Semiotic Analysis of The Meaning of 'Ghaflah' in Qs. Al-A'raf Verse 205 Akhmad Dasuki; Rian Hidayat; Marwa; Shafa; Siti Mudthiya Arpijayanti; Cecep Zakarias El Bilad
Medina-te : Jurnal Studi Islam Vol 22 No 1 (2026): Medina-Te: Jurnal Studi Islam
Publisher : Pascasarjana Universitas Islam Negeri Raden Fatah Palembang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.19109/medinate.v21i3.29796

Abstract

This study explores the concept of ghaflah in Surah Al-A'raf verse 205 as an entry point to examine the phenomenon of social alienation in the digital age through Roland Barthes' semiotic approach. The term ghaflah, which literally means negligence or forgetfulness, is analysed on two levels: denotative (literal meaning) and connotative (symbolic/ideological meaning). The main research questions focus on how ghaflah is interpreted semiotically and whether its meaning is relevant to current social phenomena such as doomscrolling, digital alienation, and collective awareness crises. The objective of this study is to uncover the hidden meanings of ghaflah and explain how the concept reflects the socio-psychological conditions of modern society. This research employs a qualitative-descriptive method based on literature review, using Barthes' semiotic theory as the primary analytical framework. Core references include Tafsir al-Misbah, Lisan al-‘Arab, semiotic literature, and contemporary studies on digital media. The analysis is conducted in two stages: (1) interpreting the literal meaning of ghaflah using exegetical and linguistic sources, and (2) extracting the connotative meaning through Barthes' framework to uncover its ideological and mythological dimensions. The findings show that ghaflah is not merely spiritual negligence but also a metaphor for modern human alienation caused by the domination of technology and digital media. In this context, ghaflah functions as a sign of existential, spiritual, and social crises deeply rooted in contemporary life patterns. In conclusion, Surah Al-A’raf: 205 is not only theologically significant but also offers a critical reflection on the destructive impacts of the digital era on human consciousness, meaning, and spiritual values.
Implementasi Aksi Clean Up untuk Meningkatkan Kesadaran dan Kebersihan Lingkungan Pesisir di Desa Watorumbe, Kabupaten Buton Tengah muhammad alwi, alwi; Ode Abdul Gamsir, La; Muliati, Eka; Zumar Timboubo, Muh.; Nur Andini, Vika; Fitria Mukti, Elisa; Fiqih, Muhamad; Arman, Arman; Salman, Salman; Hidayat, Rian; Rahman Malsina, Abdul; Sayia, Sayia; Rafiah, Siti; Lisna, Wa; Niati, Wa
Jurnal Pengabdian Kepada Masyarakat Patikala Vol. 5 No. 3 (2026): Jurnal PkM PATIKALA
Publisher : Pusat Pengembangan Pendidikan dan Bakat Indonesia/Education and Talent Development Center of Indonesia (ETDC Indonesia)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51574/patikala.v5i3.4115

Abstract

The coastal clean-up activity in Watorumbe Village, Central Mawasangka District, Central Buton Regency, aimed to reduce waste pollution in coastal areas while increasing community awareness of environmental cleanliness. The program was conducted on August 10, 2025, involving students, environmental communities, and local residents. The methods included preparation, implementation, and waste collection and disposal to the final landfill. The results indicated active participation of around 60 people, collecting approximately ten large garbage bags of plastic and organic waste. Positive impacts included improved coastal cleanliness, reduced health risks caused by waste, and strengthened community cooperation and environmental concern. However, challenges such as limited waste management facilities and low awareness among some residents remain. Therefore, regular clean-up programs, adequate supporting facilities, and continuous environmental education are recommended to maintain coastal cleanliness sustainably.
Implementasi Peraturan Bupati Pesawaran Nomor 35 Tahun 2017 tentang Pengelolaan Kawasan Wisata Bahari dalam Perspektif Siyāsah Tanfīdziyyah Rian Hidayat; Iskandar Syukur; Muhammad jayus
Kartika: Jurnal Studi Keislaman Vol. 6 No. 2 (2026): Kartika: Jurnal Studi Keislaman (May)
Publisher : Lembaga Pendidikan Tinggi Nahdlatul Ulama (LPT NU) PCNU Kabupaten Nganjuk

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59240/kjsk.v6i2.829

Abstract

This study aims to analyze the implementation of the Regent Regulation of Pesawaran Regency concerning the management of marine tourism areas from the perspective of Siyāsah Tanfīdziyyah. Marine tourism has significant potential in supporting regional economic development, increasing community welfare, and preserving coastal environmental sustainability. However, the management of marine tourism requires effective government policies and active participation from stakeholders to ensure the realization of public benefit (maṣlaḥah ʻāmmah). This research employed a qualitative approach with a case study design conducted in Pesawaran Regency, Lampung Province. Data were collected through observation, interviews, and documentation, then analyzed descriptively using data reduction, data presentation, and conclusion drawing techniques. The findings reveal that the implementation of marine tourism management policies in Pesawaran Regency has been carried out through planning, organizing, and implementation stages involving the local government, local communities, and business partners. The development of marine tourism contributes to improving the local economy and optimizing regional tourism potential. From the perspective of siyāsah tanfīdziyyah, the role of the local government reflects the implementation of executive authority in managing public interests, environmental sustainability, and social welfare in accordance with the principles of justice and public benefit in Islamic governance.
Transformasi Metodologi Pembelajaran Al-Qur’an Hadits Berbasis Gamification untuk Meningkatkan Keterlibatan Siswa Generasi Z Suparno, Suparno; Hidayat, Rian
JOEAI (Journal of Education and Instruction) Vol. 9 No. 2 (2026): JOEAI (Journal of Education and Instruction)
Publisher : Institut Penelitian Matematika, Komputer, Keperawatan, Pendidikan dan Ekonomi (IPM2KPE)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31539/q9ack532

Abstract

This study aims to examine the effectiveness of transforming the Quran and Hadith learning methodology through a gamification approach on the engagement level of Generation Z students at senior high schools in Sarolangun Regency. This study used qualitative research methods with a case study approach. The results show that game elements such as leaderboards, badges, and challenges significantly increase students' active participation and retention of understanding of the hadith material. In conclusion, transforming Quran and Hadith learning through gamification at senior high schools in Sarolangun Regency has proven effective in increasing the engagement of Generation Z. This methodology successfully shifted students' perceptions of religious studies from a statistical to a dynamic subject.   Keywords: Quran and Hadith, Gamification, Generation Z, Student Engagement, Learning Transformation
ANALISA PENGARUH JENIS PAHAT BUBUT TERHADAP KEKASARAN HASIL BUBUTAN PADA STAINLESS STEEL 304 Hidayat, Rian
International Journal of Sustainable Building, Infrastructure and Environment (IJOSBIE) Vol 1, No 2 (2020)
Publisher : Science and Technology Research Centre, Universitas PGRI Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26877/ijosbie.v1i2.6778

Abstract

Pada penelitian ini bertujuan untuk mengetahui jenis pahat yang mana dapat menghasilkan kekasaran permukaan yang paling baik terhadap bahan stainless steel 304. Untuk mengetahui pengaruh dari kekarasan permukaan benda kerja setelah dilakukanya hasil pembubutan. Penelitian ini menggunakan Mesin yang digunakan adalah mesin bubut EMCO 11 CD, Pahat yang digunakan adalah HSS(high speed stell) carbida, dan pahat polycristaline diamond (PCD) pada proses pembubutan rata, Kecepatan putar spindel 110rpm, 410rpm, 700 rpm, kedalaman pemakanan 0,1 m. Dari ketiga jenis pahat bubut yang di gunakan untuk membubut stainless steel, menunjukkan bahwa kekasaran permukaan(Ra) didapatkan nilai kekasaran terkecil pada mata pahat diamond, dengan nilai rata rata kekasaran 1,026 µm. Dengan parameter pembubutan: putaran mesin 700 rpm, kecepatan potong 47 m/menit, dan kedalaman potong 0,1mm. Sedangkan kekasaran yang terbesar juga di dapat kan pada mata pahat diamond, dengan nilai rata rata kekasaran 3,591 µm. Dengan parameter pembubutan: putaran mesin 110 rpm. Kata Kunci: Mata pahat HSS(high speed steel), carbida, diamond, stainless steel.
Co-Authors A, Amrullah Abu Tholib Achmad Rivai Syahputra Achmad, M. Djanib Adi Purnama Agianto Agus Subekti Agustin, Hilda Ahmad Safei aida ningsih, nur Akhmad Dasuki Ali Yusri aliya setiyani, metty Amrizal Anas anda restu, delpa Andi Supriansyah Anggi, Febbinur Anggraini, Syatia Duwi Anisa, Sofi Apendi Arsyad Arman Arman Arti Yoesdiarti Aryastuti, Nurul Asni Asni Astuti, Nuraini Budi Aulia, Windi Auliya, Rizki 〖Desmar Rodian Afandi Budiman, Cipta Cecep Zakarias El Bilad chaniago, alfi Damayanti, Elisa Debby Okti Maharani Desi, Erawati Desmar Rodian Afandi Dina Dwi Nuryani Dinda Aulia Dwi Krisbiantoro Dwiyanti, Rosyidah Ediset, Ediset Eka Lazuardi Fathur Rismansyah Fatmawati Firges, Hega Hegia Fitria Mukti, Elisa fitriyasari Gilar Budi Pratama Hasirun, Hasirun Hayatun Nufus Heri Purwanto Hesti Asriwandari I. L, Stefanus Ibnu Romadhon Imam Budiawan Imran Anwar Kuba Indah Sari Indra Masrin Indra Suharman Indra Susila Iqbal, Nabiha Amaliah Irawan Setiawan Iskandar Syukur Islami, M. Fiqri Al Jamin, Awaluddin Juaidah Agustina, Juaidah Julyani, Dahliya Kader, Mukhtar Abdul Kadori Haidar Khairani Putri, Khairani Kinanti Azani, Fauzia Kudrat Sunandar Kurniati Kusumo, Haryono La Ode Ismail Ahmad, La Ode Ismail Liana Mulkufya Lilia Ulya Amalia Lisna, Wa Lomba Sultan M. Abie Rafdi Fauzy M. Cece Ariwirdana M. Trihudiyatmanto Mahda, Mahda Majid, Anugrah Makhrup , Abdul Gani Maprasit, Lateefah Mareta Kemala Sari Martini Djamhur, Martini Marwa MilaFikriyah, MilaFikriyah Mira Nila Kusuma Dewi Muhamad Fiqih, Muhamad muhammad alwi, alwi Muhammad Basir Muhammad Firdaus Muhammad Jayus Muhammad Saleh Ridwan Muliati, Eka Mustafa, Zulhas'ari Nasution, Zubeir Ahmad Nelfita, Yulia Niati, Wa Ninda Novita Ninik Hasanah Nofialdi, Nofialdi Noor Ellyawati nopika, depi Nova Suryani Nur Alia Sumanti Nur Andini, Vika Nurani Khoerunnisa Nurdiana, Lela Nurfebrian, Adji Nurfiqih, Nurfiqih Nurul Azmita Octaviany, Resty Ode Abdul Gamsir, La Pindarwati, Atut Qadir Gassing Rafiah, Siti Rahman Malsina, Abdul Rahman, Ashari Rahmatiah HL Ramli, Rosmini Ranggi Praharaningtyas Aji RATNAWATI Ray H, Bobby Restu Rahmat Fajri Reva Deviana Reza Amanda Reza Reza Rida Purnama Sari Rika Hariance Rina Susanti Rini Hakimi Riri Lovita Rismia Agustina Roanisca, Occa Roida Pakpahan S Siswanto Salman Salman Salsabila Rosnie Salsabillah, Al Mahira Sarbani Sayia, Sayia Sepsol Voni Septian, Reza Shafa Simbolon, Dasinto Siti Mudthiya Arpijayanti Siti Nurhikmah Subhanjaya Angga Atmaja Sukarno Sukatin Sukomo Sukomo Sumanto Sumanto Suparno Suparno Suparno Supriyadi Supriyadi Supriyadi Susanto, Yohanes Syafaruddin Syafwandi Syamsuddin, Muh Suharto Syarah Khairat Syuryani Syuryani Tafdila, Nova Azka Taufiq Ihsan Tawaqal, Ridwan Thomas Aldi Fikri Tita Rosita Ulil Absor Usman, Yusri Utari Puspita Sari Violeta Inayah Pama Vivi Febria Purwasih Vonny Indah Mutiara Wahyudin Wahyudin Wardaya, Muhari Ilham Weriantoni, Weriantoni Winda Dwi Yanthi Wulandari, Mona Pitri Yola Malinda Yolamalinda Yolamalinda Yonariza Yonariza Yos Sudarman Yuerlita Yulantomo, Aris Yulianingsih, Evi Yulinda Yulinda Yulinda Yulmitra Handayani Zainal Arifin Zamzami Zamzami Zidan Asror Zumar Timboubo, Muh.