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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Bulletin of Electrical Engineering and Informatics JETT (Jurnal Elektro dan Telekomunikasi Terapan) JOIV : International Journal on Informatics Visualization JOURNAL OF ELECTRICAL AND SYSTEM CONTROL ENGINEERING Jurnal Ilmiah FIFO TEKTRIKA - Jurnal Penelitian dan Pengembangan Telekomunikasi, Kendali, Komputer, Elektrik, dan Elektronika IJAIT (International Journal of Applied Information Technology) JMECS (Journal of Measurements, Electronics, Communications, and Systems) JATI (Jurnal Mahasiswa Teknik Informatika) Journal of Computer, Electronic, and Telecommunication (COMPLETE) Almufi Jurnal Pengabdian kepada Masyarakat KOMMAS: Jurnal Pengabdian Kepada Masyarakat Jurnal Ilmiah Teknik Elektro eProceedings of Engineering Jurnal Ilmiah Agroust Telkatika: Jurnal Telekomunikasi Elektro Komputasi & Informatika SWAGATI: Journal of Community Service Jurnal Nasional Sains dan Teknik Proceeding of Community Service and Engagement
Suryo Adhi Wibowo
Universitas Telkom
Religion Agriculture, Biological Sciences & Forestry Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Social Sciences Other

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PELATIHAN PEMROGRAMAN MENGGUNAKAN APLIKASI SCRATCH UNTUK SISWA SMP TELKOM BANDUNG Ledya Novamizanti; Suryo Adhi Wibowo; Andini Windy Rande; Marshaniswah Syamsul; Prita Trivena Hesmono
The Proceeding of Community Service and Engagement (COSECANT) Seminar Vol. 3 No. 1 (2023): Prosiding COSECANT : Community Service and Engagement Seminar
Publisher : Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25124/cosecant.v3i1.7135

Abstract

Era digital yang semakin berkembang menuntut adanya pemahaman yang kuat terhadap konsep-konsep pemrograman dan logika komputasional. Aplikasi Scratch memberikan platform yang ideal untuk memperkenalkan dunia pemrograman melalui antarmuka visual yang ramah dan intuitif, sehingga dapat diakses oleh siswa tanpa memerlukan latar belakang teknis yang mendalam. Kemampuan pemrograman yang diperoleh melalui Scratch menjadi aset berharga dalam berbagai bidang pekerjaan, baik di dunia teknologi maupun di sektor-sektor lain yang semakin mengintegrasikan teknologi informasi. Inisiatif ini mendorong staf pengajar dari Fakultas Teknik Elektro, Universitas Telkom, untuk meningkatkan keterampilan Siswa SMP Telkom melalui pelatihan pemrograman menggunakan aplikasi Scratch. Pelatihan tersebut dilaksanakan pada tanggal 16 Oktober 2023 dan diikuti oleh 40 siswa dan guru SMP Telkom. Selama pelatihan, peserta secara aktif terlibat dalam proses pembelajaran, dan mereka memiliki kesempatan untuk menyampaikan kesan dan pesan mereka terhadap pelaksanaan kegiatan pelatihan scratch melalui formulir yang telah disediakan oleh panitia. Peserta sangat berkesan dan terinspirasi oleh pengalaman ini. Pelatihan ini tidak hanya memberikan pemahaman yang lebih mendalam tentang konsep dasar pemrograman, tetapi juga membuka potensi kreatif yang dapat dihasilkan melalui teknologi. Peserta merasa senang dapat belajar menggunakan aplikasi Scratch yang dirancang secara visual dan interaktif. Ini membuat pemrograman menjadi lebih mudah dipahami.
The Performance Analysis of Hate Comments in Cyberbullying Cases Based on IndoBERT and Cendol Nancy Olivia Syahanifa; Kartika Dwi Maharani; Anggara Budiyanto; Miftah Huljannah; Suryo Adhi Wibowo; Koredianto Usman
JMECS (Journal of Measurements, Electronics, Communications, and Systems) Vol. 12 No. 2 (2025): JMECS
Publisher : Universitas Telkom

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25124/jmecs.v12i2.9116

Abstract

The rise of hate comments on social media, especially during politically sensitive periods such as Indonesia’s 2024 election has increased the urgency of automated cyberbullying detection. This study aims to evaluate and compare the performance of two Indonesian-language NLP models IndoBERT and Cendol in classifying hate speech on platform X (formerly Twitter). A total of 8,375 comments were collected and labeled into neutral, negative, and positive categories, with preprocessing steps including normalization, tokenization, and oversampling to balance class distribution. IndoBERT, trained on formal Indonesian corpora, achieved 90.7% accuracy and performed better on structured and formal texts. In contrast, Cendol, developed with informal social media data, scored 90.6% accuracy and showed superiority in identifying slang, sarcasm, and modified spellings. The findings highlight the complementary nature of both models. IndoBERT excels in recognizing policy-related or legal content, while Cendol is more effective in detecting casual hate speech. The study recommends ensemble learning strategies that integrate both models to improve content moderation systems in Indonesian digital platforms. These insights contribute to the development of more context-sensitive AI tools for hate speech detection in local languages. Keywords: hate speech; NLP; IndoBERT; Cendol
Co-Authors Achmad Rizal Adam Wisnu Pradana Agnes Gabriela Putri Winata Agus Pratondo Al Rasyid, Sadam Aldo Tripolyta Aldra Kasyfil Aziz Amara, Dhiva Byantika Andini Windy Rande Angga Rusdinar Anggara Budiyanto ANGGUNMEKA LUHUR PRASASTI Anky Aditya P Annisa Istiqomah Asep Insani Atina Nur Azizah Aulia Aushaf Abidah Aulia, Agniya Tazkiya Aziz, Burhanuddin Bambang Hidayat Bambang Hidayat Bambang Setia Nugroho Budiyanto, Anggara Casi Setianingsih Dany Eka Saputra David Chandra Dawwam, Muhammad Devita Rahma Apriliani Dien Rahmawati Dini Himmah Al Aliyyah Al Aliyyah Djoko Heru Pamungkas Djoko Heru Pamungkas Dwiki Kurniawan Dyah Avita Sari Fahmi Oscandar Fajri, Farhan Ulil Farah Hana Kusumaputri Fathiyya, Dhiya Fauziah, Nita Avila Felix Corputty Fiky Y. Suratman Firdaus, Rifqi Fadhilah Fityanul Akhyar Gelar Budiman Gusdi, Angelita Hanaluthfina Nurhadiati Hashfi Fadhillah Hesmono, Prita Trivena Hesty Susanti Hidayat, Dehani Nurkemala Hoka Cristian Son Hudzaifa, Muhammad Altaharik Huljannah, Miftah Humayra, Tia Hasna Husneni Mukhtar Indra Aulia Iwan Iwut Tritoasmoro Jangkung Raharjo Julyano , Muhammad Billy Kartika Dwi Maharani Khairunnisa, Mutiarahmi Koredianto Usman Kris Sujatmoko Kurnia Ramadani Kusnahadi Susanto Kusuma Nindia Rizki Ledya Novamizanti Liyana Faiza Lulud Annisa Ainun Mahmuddah Lyra Vega Ugi M. Faiz Nashrullah Maharani , Kartika Dwi Maharani, Kartika Dwi Mahfuz, Muhammad Rafi Marshaniswah Syamsul Maulana , Muhammad Dafa Mertu, Aidi Miftadi Sudjai Miftah Huljannah Muhammad Alief Hidayah Baso Muhammad Azwar Zulmi Muhammad Raia Pratama Putra Wibowo Muthia Saada Nadya Sindi Safitri Nancy Olivia Syahanifa Nasirudin, Akhmad Yusuf Nauw, Alvaro Septra Dominggo Oriza Intani Prasaja Wibawa Utama Prihananto, Jeremia Pandu Putra Prita Trivena Hesmono Putri Utami Hafgianti Qomariyati, Laily Nur Rabby Fitriana Adawiyah Radhibilla, Maulaya Raditiana Patmasari Rahmalisty , Fiona Okki Rahmalisty, Fiona Okki Raihan Putra Darmawan Ramadhan, Ferdian Ilham Rambi, Wesli Yeremi Valentino Ricky Hilmi Sudrajad Rissa Rahmania Rissa Rahmania Rissa Rahmania Rissa Rahmania Rita Purnamasari Rizal , Syamsul Rofifi, M. Faiq Rosadi, Choiron Ruslan , Ramah Rinaldi Setiawan, Raihan Radhitya Sudiartama , Annenta Gistya Sunaryo, Yacobus Susi Diriyanti Novalina Syahanifa , Nancy Olivia Syahanifa, Nancy Olivia Syamsul Rizal Syifa, Vito Devara Taufan Umbara Tembang Florian Falah Teuku Zulkarnain Muttaqien Unang Sunarya Viky Premeita Mitayani Vivian Alfionita Sutama Wahmisari Priharti Wahyu Maulana, Andi Wardani , Shania Widianto, Kiki Willy Anugrah Cahyadi Wiwit Ratri Wulandari Yacobus Sunaryo Yurika Ambar Lita Yuti Malinda