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...
When there is uncertainty, portfolio optimisation is the process of figuring out how to invest money in a group of assets. This is an important part of managing assets. Intellectual portfolio optimisation is now necessary in today's financial markets because the market is becoming more complicated and unstable. Current...
Anupama Pandey, Ayush Kumar Agrawal, Abhinav Shukla et al.· 2026 Control Instrumentation...· 0 citations
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.
Experimental results demonstrate that the proposed model achieves high detection accuracy, strong discriminative capability, and low false alarm rates across both datasets, confirming its effectiveness and scalability for next-generation cybersecurity applications.
