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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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PENGARUH GAYA KEPEMIMPINAN, MOTIVASI KERJA DAN BUDAYA ORGANISASI TERHADAP KINERJA KARYAWAN STIE TOTALWIN SEMARANG
Probisnis
Vol 19
, No 1
(2026)
Penelitian ini bertujuan untuk menganalisis pengaruh gaya kepemimpinan, motivasi kerja, dan budaya organisasi terhadap kinerja karyawan di STIE Totalwin Semarang. Penelitian ini menggunakan pendekatan kuantitatif dengan metode survei. Teknik pengumpulan data dilakukan melalui penyebaran kuesioner kepada karyawan STIE Totalwin Semarang. Analisis data menggunakan analisis regresi linier berganda dengan bantuan software SPSS. Hasil penelitian menunjukkan bahwa gaya kepemimpinan, motivasi kerja, dan...
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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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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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Depression Prediction Among University Students Using a Random Forest Algorithm Based on Psychosocial Data: Prediksi Depresi Mahasiswa: Pendekatan Berbasis Data Psikososial Menggunakan Algoritma Random Forest
Abiyya, Abiyya Alfahrizi Putra Arifiansyah
; Afandi, Muhammad
; Dwi Riskianto, Dodi
; Sudriyanto, Sudriyanto
Jurnal Riset Sistem dan Teknologi Informasi
Vol 4
, No 1
(2026)
College students' mental health is a critical issue that is gaining increasing attention, particularly regarding depression, which significantly impacts quality of life and academic achievement. This study aims to develop a predictive model for depression in college students based on psychosocial data using the Random Forest algorithm. The data used is a public secondary dataset from Kaggle with 1,000 samples, covering demographic variables, lifestyle, and psychological indicators. The analysis...
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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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Pengaruh Pola Perilaku Pengguna Pasar Terkait Keterjangkauan Terhadap Optimalisasi Fungsi Ruang
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
Pasar merupakan bagian penting dalam perkembangan arsitektur pembangunan sebuah kota di Indonesia. Tidak hanya berperan dalam aspek ekonomi, pasar juga berperan dalam aspek sosial budaya masyarakat di wilayahnya. Pentingnya peran pasar tradisional ini direspon pemerintah melalui pelbagai program revitalisasi agar lebih mengikuti konteks zaman dan tidak kalah bersaing dengan jenis pasar yang lain. Namun permasalahan yang baru muncul setelah program revitalisasi dilaksanakan terutama menurunnya tr...
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Identifikasi Arsitektur Gaya Indische Empire pada Gedung Landhuizen Kelengan Kota Semarang
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
Bangunan Landhuizen Kelengan di Kota Semarang, merupakan salah satu bangunan yang memiliki arsitektur Indische Empire Style. Arsitektur Indische Empire Style merupakan arsitektur yang bukan murni arsitektur Belanda, tetapi sudah beradaptasi dengan iklim setempat. Arsitektur Indische Empire Style hadir melalui karya arsitek Belanda dan diperuntukkan bagi bangsa Belanda yang tinggal di Indonesia, pada masa sebelum kemerdekaan Indonesia. Bangunan Landhuizen Kelengan dibangun pada awal abad ke 18, t...
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Exploring Relationship Of Architecture, Digital Place Making, And Time: A Systematic Review
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
This study investigates the relationship between architecture, digital placemaking, and time, addressing theoretical gaps and their relation. While digital placemaking has seen significant advancements, its integration with architecture and temporal dynamics remains insufficiently explored. To bridge this gap, the research conducts a systematic literature review (SLR) of 448 articles published between 2014 and 2024, with 23 selected for in-depth analysis. Using qualitative content analysis, the...
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Transformasi Elemen Citra Kota Pembentuk Identitas Pusat Kota Lama Toboali
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
Pusat Kota Lama Toboali merupakan kawasan historis yang menyimpan nilai-nilai spasial, sosial, dan budaya yang penting dalam sejarah urban Kepulauan Bangka Belitung. Transformasi yang terjadi dari masa kolonial hingga kini telah mengubah banyak elemen pembentuk citra kota yang mempengaruhi persepsi kolektif masyarakat terhadap identitas kawasan. Penelitian ini bertujuan untuk mengidentifikasi dan menganalisis perubahan elemen-elemen pembentuk citra kota berdasarkan teori Kevin Lynch (paths, edge...
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