Depression is increasingly investigated through wearable digital phenotyping because alterations in motor activity, daily routines, and circadian organisation may provide objective behavioural information relevant to mental-health screening. Wrist actigraphy enables continuous, non-invasive monitoring of such longitudi...
This study proposes a latency-aware hybrid Transformer–capsule network for audio-visual emotion recognition in a simulated edge–fog–cloud environment that incorporates a deterministic latency-aware task-allocation mechanism for coordinating operations across edge, fog, and cloud resources.
The findings indicate that RESTful APIs generally show lower latency, smaller payloads, simpler parsing, and better horizontal scalability in the reported benchmark and web-facing settings, while SOAP remains relevant where formal service contracts, message-level protection, reliable messaging patterns, and transaction...
Puganeswaran Kannan, Wei-Yen Chong, Mohd Fareez Said Rahman et al.· Future Internet· 0 citations
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