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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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Desain Wellness and Beauty Center di Surabaya dengan Pendekatan Biophilic Architecture
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
Perubahan pola hidup masyarakat modern yang diiringi tingginya beban kerja dan mobilitas, telah meningkatkan risiko stres serta kelelahan fisik dan mental, terutama di kawasan perkotaan yang padat seperti Surabaya. Hal ini mendasari kebutuhan akan fasilitas yang tidak hanya berfokus pada perawatan fisik, namun juga mendukung pemulihan secara menyeluruh. Perancangan Wellness and Beauty Center dengan menerapkan Biophilic Architecture dapat menghadirkan ruang penyembuhan yang terintegrasi dengan al...
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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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Exploring Students’ Perception of Speech Practice in Academic Speaking Subject for Fifth-Year Students
International Journal of Research in Education
Vol 6
, No 1
(2026)
In the era of globalization, public speaking is becoming increasingly important in various fields, especially for EED students as future educators, where they must present material and lead class discussions effectively. However, many struggle to develop it, such as with anxiety and a lack of confidence. This research aims to describe the perceptions of EED students at Muria Kudus University regarding speech practice in the Academic Speaking subject during the 2024/2025 academic year, in terms o...
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A Sociolinguistic Analysis of Code-Mixing in YouTube Podcast Discourse: The Case of Naura Ayu
International Journal of Research in Education
Vol 6
, No 1
(2026)
Code-mixing has become a pervasive linguistic phenomenon in both spoken and digital communication, where speakers combine elements from different languages in a single discourse. In multilingual contexts such as Indonesia, code-mixing reflects speakers’ linguistic creativity and social identity. However, despite its increasing occurrence on social media, limited research has examined how code-mixing practices are shaped by situational factors and communicative intentions in online podcast intera...
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Integrating Tourism Marketing into ESP: Teachers’ Perspectives from a Vocational Education Context
International Journal of Research in Education
Vol 6
, No 1
(2026)
This study examines teachers’ perceptions of integrating tourism marketing concepts into English for Specific Purposes (ESP) instruction at SMKN 1 Gerung, a vocational high school that offers a Tourism Destination major. As the tourism industry increasingly demands graduates with strong English proficiency and marketing communication skills, ESP programs are expected to provide learning experiences that reflect real professional practices. Teachers’ perceptions are crucial in this process becaus...
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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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Peran Media Sosial dalam Membangun Brand Awareness dengan Brand Equity sebagai Variable Intervening pada Toko Retail Luwes Gading
Jurnal Ilmu Ekonomi, Manajemen dan Bisnis
Vol 4
, No 1
(2026)
Penelitian ini bertujuan untuk menganalisis pengaruh media sosial terhadap brand awareness dengan brand equity sebagai variabel intervening pada Toko Retail Luwes Gading. Latar belakang penelitian ini berangkat dari pentingnya media sosial sebagai sarana promosi modern yang mampu membentuk persepsi konsumen, meningkatkan ekuitas merek, sekaligus memperluas kesadaran merek. Dalam konteks persaingan bisnis yang semakin ketat, media sosial dinilai efektif sebagai jembatan komunikasi antara perusaha...
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An Attention-Enhanced CNN–RBF Framework for Network Intrusion Detection in Imbalanced Traffic
Journal of Computing Theories and Applications
Vol 3
, No 3
(2026)
The increasing complexity and scale of modern network traffic driven by IoT and cloud-based infrastructures have made accurate intrusion detection a critical challenge. Conventional network intrusion detection systems (NIDS) and many deep learning–based approaches struggle to reliably detect minority and stealthy attacks due to severe class imbalance and limited discrimination of subtle traffic patterns. To address these limitations, this study proposes a hybrid CNN–RBF–Attention framework for n...
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AI Integration in English Language Teaching: Junior High School Teachers’ Perceptions and Readiness in Ogan Ilir, South Sumatera
International Journal of Research in Education
Vol 6
, No 1
(2026)
Artificial Intelligence (AI) is increasingly reshaping educational practices worldwide, particularly in language learning. This mixed-methods study investigates English teachers’ perceptions and readiness toward AI integration in junior high schools in Ogan Ilir, South Sumatra, Indonesia, an under-resourced and largely rural context that remains underrepresented in global AI-in-education research. Guided by the Technological Pedagogical Content Knowledge (TPACK) framework and technology acceptan...
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