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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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THE INFLUENCE OF ENVIRONMENTAL PERFORMANCE, ENVIRONMENTAL INFORMATION DISCLOSURE, ENVIRONMENTAL COSTS ON COMPANY VALUE (CASE STUDY OF A MINING COMPANY)
Stability: Journal of Management and Business
Vol 8
, No 2
(2025)
This research is driven by the increasing focus on corporate sustainability practices, especially within the mining sector, which significantly impacts firm value The purpose of the study is to examine the effect of environmental performance, environmental information disclosure, and environmental costs on firm value. The study employs a quantitative approach using secondary data obtained from the annual and sustainability report of mining companies listed on the Indonesia Stock Exchange during...
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Efektivitas Problem-Based Learning Dalam Meningkatkan Kemampuan Berpikir Kreatif Siswa Pada Pembelajaran Biologi
Edubioprena - Jurnal Ilmiah Pendidikan Biologi, Biologi, & Bioentrepreneurship
Vol 2
, No 2
(2025)
Penelitian ini bertujuan untuk mengevaluasi efektivitas model Problem-Based Learning (PBL) dalam meningkatkan keterampilan berpikir kreatif siswa pada pembelajaran biologi dengan pendekatan Systematic Literature Review (SLR). Kajian ini dilatarbelakangi oleh pentingnya penguasaan keterampilan abad ke-21, khususnya kreativitas, dalam menghadapi tantangan global. Enam artikel yang memenuhi kriteria seleksi ketat—meliputi penerapan langsung PBL, fokus pada pengembangan berpikir kreatif, serta relev...
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Pengaruh Customer Experience dan Variasi Produk Terhadap Keputusan Pembelian Mie Judes Sambi Kediri Peran Citra Merek Sebagai Variabel Mediasi
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 4
, No 3
(2025)
This study aims to explain and test hypotheses regarding the influence of customer experience and product variation on consumer purchase decisions at Mie Judes Sambi Kediri, with brand image as a mediating variable. This research uses an associative approach with a quantitative method. The sampling technique employed is purposive sampling, involving 100 respondents who are consumers of Mie Judes Sambi. Data were collected through questionnaires, observations, documentation, and literature studie...
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Examining the Efficacy of the Project-Based Learning in Enhancing English-Speaking Skills among Students
International Journal of Research in Education
Vol 5
, No 2
(2025)
The purpose of this study is to examine the efficacy of implementing Project-Based Learning (PjBL) as a pedagogical model in improving students' English-speaking skills. This study used a mixed methods approach, combining quantitative and qualitative analysis. The research subjects were divided into two classes: an experimental class and a control class, using a purposive sampling technique. The experimental class used PjBL, while the control class used the conventional learning model. Quantitat...
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Implementation of Machine Learning on Android Based Application for Classifying the Types of Injuries on Traffic Accident: Implementasi Machine Learning Menggunakan Aplikasi Android untuk Klasifikasi Jenis Luka Cedera pada Kecelakaan Lalu Lintas
RADIANT: Journal of Applied, Social, and Education Studies
Vol 6
, No 1
(2025)
This research implements a machine learning model to classify the types of injuries sustained in road accidents. Accidents can happen anywhere and at unexpected times, and not many drivers know how to provide first aid in the event of an accident. These problems encourage researchers to carry out machine learning-based research that can provide recommendations for action and first aid materials/equipment, as well as information on the nearest health facilities to facilitate the search for help i...
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PENGARUH CELEBRITY ENDORSER, BRAND EQUITY DAN CUSTOMER BONDING TERHADAP TINGKAT INTENSI LOYALITAS PELANGGAN TOKOPEDIA
Jurnal Manajemen Sosial Ekonomi
Vol 4
, No 1
(2025)
The aim of this research is to evaluate the influence of celebrity endorsers, Brandequity and customer bondingon Tokopedia customer loyalty. In this research, the population consists of people who have used Tokopedia as a place to shop online at least twice, and the sampel was taken from 150 respondents using non-probability sampling methods, especially purposive. This research uses PLS (Partial Least Square) as an analysis tool. Tokopedia must concentrate on customer loyalty to build Brandequit...
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Evaluation of Mutual Cooperation Characters in Kindergarten (TK) Students: A Preliminary Study
Paudia
Vol 14
, No 1
(2025)
The main issue in this research is the lack of understanding and deep habituation of essential character values. The purpose of this study was to evaluate the character of mutual cooperation in kindergarten students in Bandung City, Indonesia. The methodology of this research uses quantitative methods and quasi-experimental techniques. The research design adopted is the non-equivalent pretest-posttest Post-test Control Group Design. Data were collected using a Likert scale questionnaire given to...
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Publication of West Java Leaders’ Activities on Instagram @biroadpimjabar In an Effort to Implement Good Governance
Proceedings of International Conference on Social, Politics, Administration, and Communication Sciences
Vol 1
, No 2
(2024)
Good governance is a necessity in running the government. The West Java government has made various efforts to implement good governance, one of which is the publication of leaders’ activities on Instagram @biroadpimjabar. The publication aims to raise awareness among the people of West Java by sharing informative and educational content about the activities of West Java leaders and their internal teams, as well as some useful information about West Java. The main purpose of this research is to...
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Posthumanist Technologies in Business: AI and Cloud Computing for Global Optimization and Ethical Challenges
Rodriguez Barboza, Jhonny Richard
; Oscar David Carreño-Flores
; Luis Miguel Davila-Zamora
; Hans Manuel Jalixto-Erazo
; Miguel Alfonso Oré de los Santos
; Orlando John Cruces-Torres
; Ricardo Edmundo Ruiz-Villavicencio
; Danny Villegas-Rivas
Advance Sustainable Science, Engineering and Technology
Vol 6
, No 4
(2024)
. This study explores the integration of artificial intelligence (AI) and cloud computing within posthumanist technologies, focusing on their impact on business optimization and information security. A systematic review of 40 studies across sectors such as banking and retail highlights the benefits of AI in automating tasks and enhancing decision-making, while cloud computing provides flexibility and scalability. However, risks like data privacy issues, algorithmic bias, and cybersecurity vulner...
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