Author

V. Saritha

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Open access Sep 2026

IDMN-SP: Improved Deep Maxout Network with Adaptive Structured Pruning for Resource-Efficient Federated Learning in IoT Big Data Analytics

The exponential growth of Internet of Things (IoT) ecosystems generates massive heterogeneous big data, requiring efficient, privacy-preserving analytics that operate under strict edge resource constraints. Current federated learning (FL) frameworks often struggle with high computational costs, poor bandwidth, and inef...

C. Ellaji, R. S. Ponmaga, V. Saritha · International Academic Journ... · 0 citations

Open access Sep 2026

Ensemble probability meta-classifier for attack detection leveraging user behavior and big data analytics

The proposed EPMC algorithm integrates multiple base classifiers, including transformer models, deep neural networks (DNN), and gated recurrent units (GRU) to enhance detection accuracy and robustness and shows the uses of ensemble learning techniques for deployment in existing security solutions.

K. Prasanthi, Vishnupriya S. Devarajulu, P. Krishna et al. · Discover Artificial Intellig... · 0 citations