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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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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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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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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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Artificial Neural Network-Based Diabetes Prediction Analysis Using CDC Diabetes Health Indicators Data: Analisis dan Prediksi Diabetes Menggunakan Artificial Neural Network dengan Dataset CDC Diabetes Health Indicators
Jurnal Riset Sistem dan Teknologi Informasi
Vol 4
, No 1
(2026)
Diabetes mellitus is a chronic disease with increasing prevalence and requires effective early detection efforts. This study aims to develop a diabetes risk prediction model using an Artificial Neural Network (ANN) based on non-laboratory health indicators. The dataset used is the CDC Diabetes Health Indicators with a large amount of data and characteristics of classes that are not fully balanced. The research stages include data preprocessing that includes handling missing values, encoding cate...
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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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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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Model Optimasi Penggunaan Lahan Metode Simulasi Site Plan Perumahan Menengah Ke Bawah Berkonsep Green Area Berwawasan Lingkungan dan Berkelanjutan
SARGA: Journal of Architecture and Urbanism
Vol 20
, No 1
(2026)
Model ini diaplikasikan pada Perumahan Green pakis Regency (PT. Altofindo Sentosa) melalui proses simulasi, berkonsep “Green Area berwawasan lingkungan dan berkelanjutan. Hal ini sesuai dengan Undang-Undang No. 32 Tahun 2009 yaitu melindungi lingkungan hidup dan mendukung implementasi target SDGs yang terkait dengan lingkungan, memberikan ruang lebih pada kawasan hijau, menggunakan energi berwawasan yang tidak memicu terjadinya lonjakan carbon, penggunaan material ramah lingkungan. Konsep peren...
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