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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

H. Sankara

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Review Open access 2026

Optimizing Regularized Logistic Regression Pipelines on Cleaned Biomarker Datasets: A Leakage-Proof Benchmarking Protocol for Diagnostic and Prognostic Modeling

Logistic regression remains the workhorse of biomarker-based diagnostic and prognostic modeling, and for principled reasons: it yields calibrated probabilities when fitted and validated correctly, its coefficients support biological and clinical interpretation, and its statistical behavior under limited events is thoro...

Stanley Nwakamma, Serif Oyindamola Oyesiji, H. Sankara et al. · 0 citations
Open access Sep 2026

Edge-Optimized YOLO Architectures for Real-Time Autonomous Vehicle Perception: A Hardware-Aware Co-Design Framework

Object detection is the perceptual backbone of autonomous driving, and single-stage detectors of the YOLO family have become the practical default wherever frames must be processed within real-time budgets. Yet the published detection literature optimizes predominantly for benchmark accuracy on server-class accelerator...

H. Sankara, Serif Oyindamola Oyesiji, Emmanuel Eniola Aalaj et al. · 0 citations
#software testing Review Open access Sep 2026

Automated Validation in Embedded IoT Development: A Review of Continuous Integration and Delivery across the Fidelity Ladder

The review weighs the empirical evidence on continuous practices in embedded organisations, identifies areas where evidence is thin—benchmarks, cross-level coverage reasoning, and pipeline-scale evaluation—and closes with directions for research and practice.

Serif Oyindamola Oyesiji, Chukwudera Obumneke Anunagba, Stanley Nwakamma et al. · 0 citations
#federated learning Review Open access Sep 2026

On-Device Privacy and Zero-Knowledge Storage in Mobile Applications: A Review with Attention to Cross-Platform React Native Development

This review synthesizes the research literature relevant to building such applications, with specific attention to the cross-platform reality in which much of the mobile ecosystem, prominently React Native applications, is actually built, and identifies directions for research and practice.

Serif Oyindamola Oyesiji, Kingsley Chinazaekpere Ndupu, Chukwudera Obumneke Anunagba et al. · 0 citations

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