Author

Chean Khim Toa

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#machine learning Preprint Oct 2026

AIGS: Adaptive Incremental Gating System for Online Representation Learning in Non-Stationary Data Streams

Real-time data streams in Web of Things (WoT) and edge computing environments often evolve through latent regime changes. For online representation learning under strict computational constraints, the central problem is resolving the stability-plasticity dilemma: keeping useful historical knowledge while rapidly reacti...

Si-Rui He, Kai Liang Lew, C. Ong et al. · 0 citations

Review Open access Jul 2026

WiFi-Based Human Activity Recognition and Fall Detection with Taxonomy, Benchmarks, and Future Directions: A Narrative Review

This review presents a comprehensive taxonomy of post-2017 architectures, a comparative synthesis of laboratory versus deployment performance, and a critical analysis of key implementation challenges, and outlines key recommendations for developing adaptive, location-independent models.

Kok Chung Chua, Kai Liang Lew, Chean Khim Toa et al. · Artificial Intelligence and... · 0 citations