Simple to Complex, Single to Concurrent Sensor based Human Activity Recognition: Perception and Open Challenges

S Ankalaki - IEEE Access, 2024 - ieeexplore.ieee.org
Human activity recognition (HAR) has attracted considerable research attention due to its
essential role in various domains, ranging from healthcare to security, safety, and …

[HTML][HTML] A DCNN-LSTM based human activity recognition by mobile and wearable sensor networks

S Jameer, H Syed - Alexandria Engineering Journal, 2023 - Elsevier
Abstract Systems for recognizing human activities are being developed as part of a larger
framework that will allow for continuous monitoring of human behavior in intelligent home …

Enhancing smartphone security with human centric bimodal fallback authentication leveraging sensors

AA Farhan, A Basharat, N Allheeib, S Kanwal - Scientific Reports, 2024 - nature.com
Smartphones store valuable personal information, necessitating robust authentication
methods to protect user data. This research proposes a lightweight bi-model fallback …

Optimized Convolutional Neural Network Using Hierarchical Particle Swarm Optimization for Sensor Based Human Activity Recognition

S Ankalaki, MN Thippeswamy - SN Computer Science, 2024 - Springer
Hyperparameter optimization poses a significant challenge when developing deep neural
networks. Building a convolutional neural network (CNN) for implementation can be an …

Sub-transfer Learning in Human Activity Recognition: Boosting the Outlier User Accuracy

R Kanjilal, MF Kucuk, I Uysal - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Human activity recognition (HAR) has become one of the most active areas of sensory
healthcare research due to its potential to improve the quality of life both for patients in …