Real-Time Data Stream Anomaly Detection Using an Adaptive Multi-Model Ensemble Approach Suganya Marimuthu Harshitha Sree Volume 2, Issue 6, Pages 1-7, June 2025 This study proposes a novel hybrid ensemble architecture for real-time anomaly detection in high-velocity data streams, integrating complementary machine learning paradigms to address accuracy, latency, and adaptability constraints. The framework combines an Isolation Forest model for rapid unsupervised outlier scoring, a Long Short-Term Memory (LSTM) autoencoder for temporal–frequency sequ... Read More Article DOI: doi.org/10.47001/CJESR/2025.206001
Assessing the Impact of Multimedia-Driven Instructional Strategies on Inclusive Education Outcomes R. Ruchitha Swetha T A. Sree Chandana Volume 2, Issue 6, Pages 8-12, June 2025 This study systematically examines the theoretical interrelationship between multimedia-based instructional strategies and the advancement of inclusive education frameworks. Inclusive education emphasizes equity, accessibility, active participation, and equal learning opportunities for all students, including learners with disabilities, diverse linguistic backgrounds, varied socio-cultural co... Read More Article DOI: doi.org/10.47001/CJESR/2025.206002
Analyzing the Influence of Online CSR Engagement on Consumer Brand Evaluation and Purchase Decisions Saurabh Manish Shivam Aniket Harsh Abhishek Volume 2, Issue 6, Pages 13-16, June 2025 This study systematically examines the intellectual structure, thematic evolution, and knowledge diffusion patterns within digital consumer behavior research through a comprehensive bibliometric investigation. A structured dataset comprising 1,000 peer-reviewed journal articles published between 2000 and 2024 was extracted from the Crossref database using the Publish or Perish software for ci... Read More Article DOI: doi.org/10.47001/CJESR/2025.206003
Privacy-Preserving and Transparent E-Voting Systems Using Public Blockchain Architectures Aditi Neha Nidhi Sakshi Riya Shruti Volume 2, Issue 6, Pages 17-22, June 2025 In the contemporary phase of digital transformation, the development of transparent, secure, and tamper-resistant electoral infrastructures has emerged as a critical global imperative. This paper introduces “Blockchain E-Voting Done Right”, a decentralized electronic voting framework designed to enhance electoral integrity through the integration of distributed ledger technology, secure w... Read More Article DOI: doi.org/10.47001/CJESR/2025.206004
Improving Accessibility and Trust in Web3 Applications through Advanced UX Design Swarna Dharshini Pranav Wagh Volume 2, Issue 6, Pages 23-27, June 2025 Emerging Web3 technologies advocate decentralization, data ownership, and privacy-by-design through distributed ledger architectures and peer-to-peer protocols. While these principles promise enhanced autonomy and trust minimization, they simultaneously introduce substantial usability and accessibility constraints. Despite the rapid expansion of Decentralized application (DApps), mainstream a... Read More Article DOI: doi.org/10.47001/CJESR/2025.206005
