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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Informatika dan Komputasi STMIK Indonesia Jakarta Emerging Science Journal Syntax Literate: Jurnal Ilmiah Indonesia JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) TEKTRIKA - Jurnal Penelitian dan Pengembangan Telekomunikasi, Kendali, Komputer, Elektrik, dan Elektronika bit-Tech Jurnal Teknologi Dan Sistem Informasi Bisnis Instal : Jurnal Komputer Jurnal Locus Penelitian dan Pengabdian eProceedings of Engineering Eduvest - Journal of Universal Studies Jurnal Sistem Informasi LOGIC: Jurnal Penelitian Informatika
Farisya Setiadi
Telkom University
Aerospace Engineering Humanities Automotive Engineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Mathematics Neuroscience Social Sciences Other

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Analisis Clustering Menggunakan Metode Enhanced Fuzzy C-Means Clustering Dengan Algoritma Rock Pada Student Performance Dataset Telaumbanua, Sirmawan Agustinus Balsnimandra; Setiadi, Farisya; Nurjanah, Sofiana
bit-Tech Vol. 7 No. 3 (2025): bit-Tech
Publisher : Komunitas Dosen Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32877/bt.v7i3.2287

Abstract

Evaluasi kinerja siswa merupakan elemen penting dalam sistem pendidikan, khususnya dalam mendukung proses pembelajaran yang berbasis data dan pengambilan keputusan akademik. Salah satu metode yang umum digunakan dalam analisis performa siswa adalah algoritma Fuzzy C-Means Clustering (FCM), yang memungkinkan klasifikasi data berdasarkan derajat keanggotaan dalam lebih dari satu cluster. Meskipun demikian, FCM memiliki keterbatasan signifikan, khususnya pada aspek sensitivitas terhadap inisialisasi pusat cluster yang bersifat acak, konvergensi lambat, serta ketidakpastian terhadap solusi optimal global. Penelitian ini mengusulkan pendekatan hybrid dengan mengintegrasikan algoritma ROCK (Robust Clustering using Links) sebagai metode inisialisasi pusat cluster dalam FCM. Algoritma ROCK, yang dirancang untuk data kategorikal, menggunakan pendekatan link-based similarity dalam menentukan kemiripan antar data dan membentuk struktur awal cluster secara hierarkis dan lebih stabil. Dataset yang digunakan dalam penelitian ini adalah Student Performance Dataset dari UCI Machine Learning Repository, yang mencerminkan berbagai atribut sosial, akademik, dan demografis siswa. Hasil pengujian menunjukkan bahwa model hybrid ROCK-FCM menghasilkan peningkatan kinerja clustering yang signifikan dibandingkan FCM konvensional, dengan akurasi meningkat sebesar 9,54%, Rand Index sebesar 10,84%, dan F-measure sebesar 8,61%. Temuan ini mengindikasikan bahwa integrasi ROCK dalam proses inisialisasi FCM memberikan kontribusi nyata dalam meningkatkan akurasi pengelompokan dan stabilitas model pada data pendidikan. Penelitian ini berkontribusi pada pengembangan pendekatan educational data mining yang lebih adaptif dan presisi dalam memetakan performa siswa.
Faktor Kunci Keberhasilan Implementasi Blockchain dalam Identitas Berdaulat untuk Mendukung Target Pembangunan Berkelanjutan Putra, Ega Pameza; Setiadi, Farisya
Jurnal Teknologi Dan Sistem Informasi Bisnis Vol 7 No 2 (2025): April 2025
Publisher : Prodi Sistem Informasi Universitas Dharma Andalas

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47233/jteksis.v7i2.1582

Abstract

The development of information technology has entered an era of rapid digital transformation, where resource efficiency and data integration are key factors. Digital transformation, which not only affects the business industry but also the sustainable development sector, is driven by the emergence of the latest technologies such as artificial intelligence (AI) or artificial intelligence and distributed ledger technology (DLT) or distributed ledger technology or blockchain. Blockchain, with its decentralized and high security characteristics, offers great potential in various innovative applications, including in digital identity. Blockchain-based identity management systems have emerged as a solution to the problems of privacy, security, and control in digital identity management. In Indonesia, the launch of the Indonesia Digital Vision 2045 shows the government's commitment to encouraging the adoption of digital technology, including blockchain. This study aims to explore the potential of blockchain implementation in improving digital identity management as part of sustainable development efforts in Indonesia. The main focus of this study is on the key success factors needed for blockchain implementation in the context of digital identity in Indonesia, with the hope of contributing to further practice and study in this field.
GOVERNMENT CLOUD FIRST POLICY ADOPTION STRATEGY IN INDONESIA: ANALYSIS AND RECOMMENDATIONS Setiadi, Farisya; Gustisa Wisnu, Gede Rizky
TEKTRIKA Vol 9 No 2 (2024): TEKTRIKA Vol.9 No.2 2024
Publisher : Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25124/tektrika.v9i2.8137

Abstract

develops strategies to support the implementation of the Government Cloud First Policy. Cloud computing allows organizations to provide IT services such as computing power and data storage on demand, offering benefits such as cost savings, scalability and high availability. This research uses a qualitative approach with a literature study method collecting data from various regulatory documents, white papers and journals related to Cloud First policies from various countries as well as focus group discussions (FGD) involving stakeholders from the academic, business, government and community fields. This research produces a list of regulations related to cloud computing in Indonesia, an analysis of the challenges and problems of adopting the Government Cloud First Policy in Indonesia, as well as recommendations for implementing the government Cloud First Policy in Indonesia.Key Words: cloud computing, Government Cloud First Policy, Indonesia, digital transformation, public sector, SPBE,benchmarking, regulatory analysis.
Information System Strategic Plan Design: A Case Study of PT Jasa Marga Tollroad Operator Aulia Rahman, Henry; Rifki Shihab, Muhammad; Setiadi , Farisya
Eduvest - Journal of Universal Studies Vol. 5 No. 4 (2025): Eduvest - Journal of Universal Studies
Publisher : Green Publisher Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59188/eduvest.v5i4.50110

Abstract

This study aims to design a comprehensive information system strategy for PT Jasamarga Tollroad Operator (JMTO) to enhance operational efficiency, optimize application usage, and support the transition from human-based to technology-based business processes. The research identifies key technology needs within the company through internal and external analyses, including SWOT, Value Chain, and McFarlan’s quadrant. The findings suggest that PT JMTO’s current IT infrastructure and application development processes require improvement to align with long-term business objectives. Using thematic analysis, the study recommends strategies for improving IT governance, data integration, and the development of applications that support operational sustainability. The proposed strategic plan highlights the importance of aligning information system strategies with JMTO’s corporate goals, advocating for better utilization of technology, and providing actionable steps for implementing a more efficient and sustainable IT framework. The implications of this research are significant for PT JMTO as it seeks to modernize its operations, improve service quality, and strengthen its position in the toll road industry. The study also contributes to the field of strategic information systems planning by addressing the challenges of technology adoption in the toll road sector. For future research, examining the effectiveness of these strategies post-implementation and exploring additional external factors impacting digital transformation could provide valuable insights for broader applications in the transportation sector.
Analisis Adopsi Smart Fish Feeder Di Seinfarm Menggunakan Metode Technology Acceptacne Model (Tam) Faturahman, Mochamad Fauzan; Al Makky, Muhammad; Setiadi , Farisya
eProceedings of Engineering Vol. 12 No. 3 (2025): Juni 2025
Publisher : eProceedings of Engineering

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

Abstract

Penelitian ini menganalisis faktor-faktor yangmempengaruhi adopsi Smart Fish Feeder di SeinFarmmenggunakan metode Technology Acceptance Model (TAM).Smart Fish Feeder adalah teknologi pemberian pakan otomatisyang meningkatkan efisiensi budidaya biofloc. Penelitian inimenggunakan pendekatan kuantitatif dan kualitatif dengankuesioner, wawancara, dan observasi terhadap 30 petani ikandi SeinFarm. Hasil penelitian menunjukkan bahwa Smart FishFeeder diterima dengan tingkat penerimaan 90,4%. Faktorutama yang berpengaruh adalah persepsi manfaat (koefisienregresi 0,74) dan kemudahan penggunaan (0,68), yangmeningkatkan niat perilaku (R² = 0,79) terhadap penggunaanaktual.Kata kunci— Smart Fish Feeder, Technology AcceptanceModel (TAM), Adopsi Teknologi, Budidaya Ikan.
Analisis Manajemen Keamanan Informasi dengan Menggunakan Kontrol ISO 27002:2013 pada Pemerintah Kota Ambon: Studi Kasus pada Bagian Dinas Komunikasi Pattiradjawane, Antonio Bennarivo; Setiadi, Farisya; Utomo, Rio Guntur
LOGIC: Jurnal Penelitian Informatika Vol. 1 No. 1 (2023): September 2023
Publisher : Universitas Telkom

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25124/logic.v1i1.6463

Abstract

Informasi merupakan suatu aset berharga yang harus dilindungi baik secara individu atau organisasi. oleh sebab itu dibutuhkan suatu perlindungan atau keamanan informasi yang bisa meminimalisir terhadap ketidakbenaran atau keancaman informasi itu sendiri. Berdasarkan regulasi atau aturan yang telah dikeluarkan oleh pihak yang berwenang, salah satunya Peraturan Menteri Kominfo No 4 Tahun 2016 Pasal 7, yang mewajibkan setiap penyelenggaraan sistem elektronik harus bisa menerapkan keamanan informasi sesuai dengan standar yang telah ditetapkan. Oleh karena itu, berdasarkan regulasi di atas, maka peneliti melakukan penelitian terhadap objek penelitian yakni Dinas Komunikasi dan Informatika Pemerintah kota Ambon yang mana penelitian menggunakan metode kualitatif dengan pengumpulan dan validasi data secara wawancara, observasi serta kuesioner, analisis data menggunakan gap analysis dan mengukur tingkat kematangan dengan indeks CMMI serta penambahan kriteria dengan meninjau Permenpan 59 Tahun 2020.hasil penelitian menunjukan bahwa tingkat kematangan dari objek penelitian berada pada nilai 1,84 dan berada pada posisi (Repeteable) itu berarti Dinas Komunikasi dan Informatika Pemerintah Kota Ambon masih melakukan prosedur atau kebijakan secara sebagian atau belum menyeluruh atau dengan kata lain Terdapat proses yang telah dilakukan tetapi belum didokumentasikan atau belum sesuai dengan prosedur yang berlaku.
Architectural Design of an Executive Information System (EIS) to Support Strategic Decision-Making in the Government Sector Setiadi, Farisya; Rubhasy, Albaar; Muhaemin
Bahasa Indonesia Vol 17 No 09 (2025): Instal : Jurnal Komputer
Publisher : Cattleya Darmaya Fortuna

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54209/jurnalinstall.v17i09.423

Abstract

Indonesia is a country with great potential to play a significant role in globalization. Indonesia's potential lies in its highly strategic territory, cultural and biological diversity, and abundant human resources. However, this enormous potential requires sound management to achieve prosperity for the Indonesian people. The government is the most important component in the state administration that runs the wheels of government. However, to date, the government is considered slow and ineffective in making strategic decisions. To make strategic decisions, tools are needed to assist leaders in carrying out their duties. This paper presents an EIS architectural design containing techniques and technologies divided into layers: collection, processing, analysis, presentation, and management. These layers are mutually supportive and integrated, serving as a guideline for the development of an Executive Information System (EIS) that functions to support strategic decision-making within the government sector.
Analysis and Design of Enterprise Architecture at PT Pertamina EP Tarakan Field Company Using Togaf ADM 9.2 Dzikyan, Muhammad; Setiadi, Farisya; Sutiyo, Sutiyo
Jurnal Locus Penelitian dan Pengabdian Vol. 4 No. 12 (2025): JURNAL LOCUS: Penelitian dan Pengabdian
Publisher : Riviera Publishing

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58344/locus.v4i12.5260

Abstract

The industry is currently faced with challenges in managing massive data and operational complexity, including the oil and gas sector. Sustainable development is one of the main pillars for a company to survive in the era of technological change. Therefore, the implementation of enterprise architecture is very crucial for companies today, considering that this aligns with the Sustainable Development Goals (SDGs), especially Goal 9, which focuses on Industry, Innovation, and Infrastructure—driving economic growth through industries and quality development. The method used in this research is the approach of the TOGAF 9.2 framework in the design of enterprise architecture, with each phase including Preliminary Phase, Architecture Vision, Business Architecture, Information System Architecture, and Technology Architecture. The outputs produced in this research are artifacts in the form of design concepts and flowcharts for each phase of TOGAF ADM 9.2, including the oil and gas production process, the design of company data and applications, and the flow of technology use from the office to the drilling field location based on the current conditions applied.
Co-Authors Al Makky, Muhammad Albaar Rubhasy Albaar Rubhasy Albaar Rubhasy Alfian, Rakhmat Alfian, Rakhmat Asep Wasid Aulia Rahman, Henry Bobby AA Nazief Bobby Achirul Awal Nazief Budiasto, Jarot Djoko Harsono Dzikyan, Muhammad Faishal Wafiq Zakiy Fatah Yasin Fathia Prinastiti Sunarso Faturahman, Mochamad Fauzan Gustisa Wisnu, Gede Rizky Hilman, Muhammad Hafizhuddin Hilman, Muhammad Hafizhuddin Ika Sarika Ika Sarika Irsan , Muhamad JAROT BUDIASTO Kusuma Adi Achmad Mardiana Purwaningsih Mohammad Rizqi Akmaludin Assifa Muhaemin Muhaemin . Muhammad Hafizhuddin Hilman Muhammad Hafizhuddin Hilman Noveno Alvito, Gregorio Bonggal Nurjanah, Sofiana Ozha Dilatri Niverta Pattiradjawane, Antonio Bennarivo Purwandari, Betty Putra, Ega Pameza Rakhmat Alfian Rakhmat Alfian Rifki Shihab, Muhammad Rio Guntur Utomo Sarika, Ika Sarika, Ika Siti Khomsinah Sutiyo Sutiyo Telaumbanua, Sirmawan Agustinus Balsnimandra Zainal A Hasibuan