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A Graph-Augmented Isolation Forest Using Node2Vec and GraphSAGE for Mobile User Behavior Anomaly Detection
Amaka Patience Binitie
; Sunny Innocent Onyemenem
; Nneamaka Christiana Anujeonye
; Arnold Adimabua Ojugo
; Francesca Avwuru Egbokhare
; Tabitha Chukwudi Aghaunor
Journal of Computing Theories and Applications
Vol 3
, No 3
(2026)
This study presents a Graph-Augmented Isolation Forest (GAIF), an unsupervised anomaly-detection framework for analyzing mobile user behavior. The proposed framework represents users and behavioral attributes as a user–feature bipartite graph, enabling the capture of relational dependencies that are not explicitly modeled in conventional vector-based approaches. Low-dimensional user representations are learned through Node2Vec and Graph Sample and Aggregate (GraphSAGE), and the resulting embeddi...
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Tantangan dan Pendekatan Strategis dalam Implementasi Integrated Marketing Communication dalam e-Business
Probisnis
Vol 19
, No 1
(2026)
ABSTRAKStudi ini menyelidiki tantangan dan IMC dalam bidang e-Business di Indonesia melalui pendekatan studi kualitatif deskriptif dan pemeriksaan artefak publik lintas saluran, seperti media sosial, situs web, email, dan iklan berbayar, menggunakan kerangka Miles dan Huberman yang terdiri dari reduksi, tampilan, dan verifikasi data, bersama dengan triangulasi lintas saluran dan rentang waktu. Temuan ini berfokus pada lima tema utama. Pertama, konsistensi pesan lintas saluran memperjelas asosias...
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Upaya Meningkatkan Hasil Belajar Teknik Dasar Shooting Sepak Bola Melalui Model Problem Based Learning Pada Siswa Mts Al-Manar Tembung
Jendela Olahraga
Vol 11
, No 01
(2026)
Penelitian ini bertujuan untuk meningkatkan hasil belajar teknik dasar shooting dalam permainan sepak bola melalui penerapan Model Pembelajaran Problem Based Learning (PBL) pada siswa kelas IX 2 MTS Al Manar Tembung. Metode yang digunakan adalah Penelitian Tindakan Kelas (PTK), dilaksanakan dalam dua siklus pembelajaran. Setiap siklus meliputi tahap: orientasi pada masalah, pengorganisasian siswa, pendampingan dalam investigasi, pengembangan dan presentasi solusi, serta refleksi dan evaluasi. In...
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APPLICATION OF FINE-TUNED MODELS IN SENTIMENT ANALYSIS OF NEWS: A SYSTEMATIC LITERATURE REVIEW
Habibi, Roni
; Roni Habibi
; Komaran, Raul Mahya
; Universitas Logistik dan Bisnis Internasional
; Watase UAKE Platform
; Universitas Logistik dan Bisnis Internasional, Department of Informatics Engineering
Telematika
Vol 18
, No 2
(2026)
This study aims to examine the application of fine-tuned models in news sentiment analysis through the Systematic Literature Review (SLR) approach. The main focus is directed at three aspects: improving accuracy (RQ1), implementation challenges (RQ2), and computational efficiency (RQ3). The problems identified include high computational requirements, limited annotated data, and difficulties in handling language and dialect diversity. As a solution, various optimization techniques have been explo...
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Evaluation of Multimedia Laboratory Infrastructure of 'Asiyiyah University Surakarta using COBIT 5.0 Method
Jurnal Riset Sistem dan Teknologi Informasi
Vol 4
, No 1
(2026)
College continues to seek to provide a representative learning tool, one of which is through multimedia laboratories. In ‘Aisyiyah University of Surakarta (AISKA), multimedia laboratories are utilized mainly for S1 system and information technology studies students, although their use is also open to students from other programs when needed. The laboratory is equipped with such devices as computers, projectors, and air-conditioning that support academic activities, especially technology-based pr...
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Design Agricultural Drone System Based on IT Governance using TOGAF Approach
Pramurwitasari, Anugrahaningtyas
; Khoiru Nisa, Maulida
; Malikul Rahman, Sigmawan
; Muhammad Fadhil, Taqy
; Najich, M. Narjun
Jurnal Riset Sistem dan Teknologi Informasi
Vol 4
, No 1
(2026)
Agricultural modernization in Indonesia faces challenges such as labor constraints, fertilizer efficiency, and low adoption of information systems. Agricultural drone technology offers innovative solutions, but structured implementation based on IT governance remains limited. This study used a descriptive qualitative approach to design a drone system based on the TOGAF ADM enterprise architecture. Data were collected through observations, semi-structured interviews, technical documentation, and...
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Assessing Spatiotemporal Dynamics of AI-based Land Use and Land Cover through Sentinel-2 Time-Series Imagery: A Case Study of the Shimbay District, Republic of Karakalpakstan, Uzbekistan
Jumaniyazov, Ilyaskhoja
; Juliev, Mukhiddin
; Reimov, Mamanbek
; Oymatov, Rustam
; Inamov, Aziz
; Yunusov, Begench
; Abdramanova, Dilbar
Forum Geografi
Vol 40
, No 1
(2026)
Land use and land cover (LULC) change is a vital indicator of environmental transformation and sustainable land management, particularly in arid and semi-arid regions such as Karakalpakstan. Although several studies have explored LULC dynamics across Central Asia, most have focused on large-scale or regional assessments, leaving a gap in district-level analyses that capture localized land transformation processes. This study addresses this gap by examining the temporal dynamics of LULC in the Sh...
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Dinamika Jaringan Kotabaru Yogyakarta berdasarkan Studi Morfologi dan Tipologi Kota
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
Penelitian ini mengkaji transformasi jaringan perkotaan Kotabaru Yogyakarta melalui pendekatan tipomorfologis, dengan fokus pada ketahanan dan kemampuan beradaptasi elemen ruang di tengah perubahan perkotaan yang cepat. Awalnya dirancang berdasarkan konsep Garden City, Kotabaru telah mengalami transformasi signifikan, termasuk konversi zona perumahan menjadi penggunaan komersial, pengurangan ruang terbuka hijau, dan meningkatnya ketidakkonsistenan arsitektural. Menggunakan analisis spasial diach...
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Pengaruh Bentuk Bukaan Terhadap Kondisi Thermal Bangunan Masjid Jami Al-hurriyah
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
Penelitian ini bertujuan untuk menganalisis pengaruh bentuk bukaan terhadap kondisi termal bangunan Masjid Jami Al-Hurriyah di Jakarta Selatan. Penelitian menggunakan metode deskriptif kualitatif dengan dukungan data kuantitatif sebagai data pendukung untuk memperkuat analisis kualitatif, bukan untuk pengujian statistik. Teknik pengumpulan data meliputi observasi lapangan, pengukuran suhu udara menggunakan termometer digital, serta analisis visual terhadap pola aliran udara pada setiap lantai ba...
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Evaluating Local Wisdom-Based Learning Media in Early Childhood Education
Jurnal Komunikasi Pendidikan
Vol 10
, No 1
(2026)
Instilling local wisdom values in early childhood is crucial for strengthening cultural identity and contextual learning. Learning media based on local wisdom needs to be developed and its effectiveness evaluated in early childhood education. This study aims to evaluate the quality of local wisdom-based instructional media for early childhood education across five aspects: systematics, language, substance, graphics, and usefulness. A descriptive quantitative survey was conducted with 100 early c...
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