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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
Analisis perencanaan sistem jaringan pipa (plumbing) dan sistem reservoar air bersih pada bangunan gedung Rian Hidayat; Athiah Safari; Elfiyusriningsih Syara
PADURAKSA: Jurnal Teknik Sipil Universitas Warmadewa 250-259
Publisher : Program Studi Teknik Sipil, Fakultas Teknik dan Perencanaan, Universitas Warmadewa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22225/pd.14.2.10980.250-259

Abstract

The PKU Muhammadiyah UNIMUDA Sorong Hospital, located in Sorong Regency, West Papua, is currently in its initial phase of construction. This study aims to analyze the clean water demand, design the water distribution (plumbing) system, and estimate the construction costs of the plumbing and reservoir systems for the hospital's main building. The research method used is descriptive quantitative, utilizing primary data from field observations and secondary data such as architectural plans and technical standards. The water demand calculation is based on the Unit Plumbing Fixture Load (UPFL) method, referring to the Indonesian National Standard (SNI) 8153:2015. The results indicate that the water distribution system is designed by considering the reservoir capacity, pipe dimensions, minimum water pressure, and flow efficiency to support the hospital's operational needs sustainably. Cost estimation is presented in the form of a Bill of Quantities (BoQ), covering key components such as piping, pumps, and plumbing accessories. This research contributes as a technical reference for planning clean water systems in multi-story healthcare facilities and supports efficient and sustainable water management efforts in the West Papua region.
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. 
Digital Poetry And Cultural Identity: Structural Study of The Poems “Hanyalah Anak Desa” and “Sungguh Terlalu, Sangat Menderita” by Gimin Saputra Yulantomo, Aris; Hidayat, Rian; Nelfita, Yulia
Jurnal IKADBUDI Vol. 14 No. 2 (2025): Jurnal Ikadbudi : Jurnal Ilmiah Bahasa, Sastra, dan Budaya Daerah
Publisher : Fakultas Bahasa Seni dan Budaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/ikadbudi.v14i2.90474

Abstract

This study analyzes the meaning and structure of the poems "Hanyalah Anak Desa" and "Sungguh Terlalu, Sangat Menderita" by Gimin Saputra. Using a structuralist approach, the research explores physical elements (diction, rhyme, rhythm, typography) and inner elements (theme, tone, atmosphere, moral message) to understand how the poems reflect social and cultural realities. "Hanyalah Anak Desa" highlights the struggle of a rural child overcoming economic limitations to achieve education, while "Sungguh Terlalu, Sangat Menderita" voices criticism of social injustice. The analysis reveals that physical and inner elements harmoniously support each other in creating profound meanings, emphasizing individual struggles within the context of social inequality. These findings are highly relevant to the Indonesian social context, where poetry serves as a medium for reflection and social critique. This study underscores the importance of structural and semantic analysis in unraveling the complexities of poetry as a rich cultural expression. Keywords: poetry; structural analysis; social critique; Gimin Saputra; Indonesian literature
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.
Co-Authors 3Mareta Kemala Sari 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 Arti Yoesdiarti Aryastuti, Nurul Asni Asni Astuti, Nuraini Budi Athiah Safari 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 Dwi Krisbiantoro Dwiyanti, Rosyidah Ediset, Ediset Eko Sri Wiyono Elfiyusriningsih Syara Fathur Rismansyah Fatmawati F, Fatmawati Firges, Hega Hegia fitriyasari Gilar Budi Pratama Hasirun, Hasirun Hayatun Nufus Heri Purwanto Hesti Asriwandari HL, Rahmatiah I. L, Stefanus Ibnu Romadhon Iin Solihin Imam Budiawan Imran Anwar Kuba Indah Sari Indra Masrin Indra Suharman Indra Susila Iqbal, Nabiha Amaliah 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 Lomba Sultan M. Abie Rafdi Fauzy M. Cece Ariwirdana M. Trihudiyatmanto Mahda, Mahda Majid, Anugrah Makhrup , Abdul Gani Maprasit, Lateefah Martini Djamhur, Martini Marwa MilaFikriyah, MilaFikriyah Mira Nila Kusuma Dewi Missriani Missriani, Missriani Muhammad Basir Muhammad Firdaus Muhammad Saleh Ridwan Muslim Afandi Mustafa, Zulhas'ari Nasution, Zubeir Ahmad Nelfita, Yulia Ninda Novita Ninik Hasanah Nofialdi, Nofialdi Noor Ellyawati nopika, depi Nova Suryani Nur Alia Sumanti Nurani Khoerunnisa Nurdiana, Lela Nurfebrian, Adji Nurfiqih, Nurfiqih Nurul Azmita Octaviany, Resty Pindarwati, Atut Qadir Gassing Rahman, Ashari Ramli, Rosmini Ranggi Praharaningtyas Aji RATNAWATI Ray H, Bobby Restu Rahmat Fajri Reva Deviana Reza Reza Rida Purnama Sari Rika Hariance Rina Susanti Rini Hakimi Riri Lovita Rismia Agustina Roida Pakpahan Roza Yusfiandayani S Siswanto Salfen Hasri Salsabila Rosnie Salsabillah, Al Mahira Sarbani Sepsol Voni Septian, Reza Shafa Simbolon, Dasinto Siti Mudthiya Arpijayanti Siti Rukiyah, Siti Sohiron Subhanjaya Angga Atmaja Sukarno Sukomo Sukomo Sumanto, Sumanto Suparno Suparno Supriyadi Supriyadi Supriyadi Susanto, Yohanes Syafwandi, Syafwandi Syamsuddin, Muh Suharto Syarah Khairat Syuryani Syuryani Taufiq Ihsan Tawaqal, Ridwan Thomas Aldi Fikri Tita Rosita 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 Yahya Yahya Yola Malinda Yolamalinda Yolamalinda Yonariza Yonariza Yos Sudarman Yuerlita Yulantomo, Aris Yulianingsih, Evi Yulinda Yulinda Yulmitra Handayani Zainal Arifin Zamzami Zamzami Zubeir Ahmad Nasution