The following journal articles have been published as part of the project:
Ashraf, Ayesha; Khan, Muhammad Hassan; Ashfaq, Nazish; Farid, Muhammad Shahid
CCNL-FallNet: An Ensemble Deep Learning Approach for Fall Detection with the HumCareFall Dataset
In: The Journal of Supercomputing, 82, 487 (2026).
@article{ashraf2026ccnl,
title={CCNL-FallNet: An Ensemble Deep Learning Approach for Fall Detection with the HumCareFall Dataset},
author={Ashraf, Ayesha and Khan, Muhammad Hassan and Ashfaq, Nazish and Farid, Muhammad Shahid},
journal={The Journal of Supercomputing},
volume={82},
year={2026},
publisher={Springer}
}
Nasir, Iqra; Khan, Muhammad Hassan; Farid, Muhammad Shahid
Enhancing Human Activity Recognition by Leveraging Fisher Encoding and Machine Learning Techniques: A Study on Multimodal Sensory Data
In: Journal of the Franklin Institute (2025): 108218.
@article{nasir2025enhancing,
title={Enhancing Human Activity Recognition by Leveraging Fisher Encoding and Machine Learning Techniques: A Study on Multimodal Sensory Data},
author={Nasir, Iqra and Khan, Muhammad Hassan and Farid, Muhammad Shahid},
journal={Journal of the Franklin Institute},
pages={108218},
year={2025},
publisher={Elsevier}
}
Naz, Sidra; Khan, Muhammad Hassan; Farid, Muhammad Shahid
Enhancing fall detection using multimodal time-series sensory data and VLAD encoding: a framework
In: The Journal of Supercomputing, 81(8), pp.1-41.
@article{naz2025enhancing,
title={Enhancing fall detection using multimodal time-series sensory data and VLAD encoding: a framework},
author={Naz, Sidra and Khan, Muhammad Hassan and Farid, Muhammad Shahid},
journal={The Journal of Supercomputing},
volume={81},
number={8},
pages={1--41},
year={2025},
publisher={Springer}
}
Khan, Muhammad Hassan;Javed, Muhammad Ahtisham; Farid, Muhammad Shahid
Deep-learning-based ConvLSTM and LRCN networks for human activity recognition
In: Journal of Visual Communication and Image Representation, pp. 104469, 2025.
@article{khan2025deep,
title={Deep-learning-based ConvLSTM and LRCN networks for human activity recognition},
author={Khan, Muhammad Hassan and Javed, Muhammad Ahtisham and Farid, Muhammad Shahid},
journal={Journal of Visual Communication and Image Representation},
pages={104469},
year={2025},
publisher={Elsevier}
}
Ashfaq, Nazish; Aziz, Zeeshan; Khan, Muhammad Hassan; Nisar, Muhammad Adeel; Khalid, Adnan
HCMMA-Net: A Hybrid Convolutional Multi-Modal Attention Network for Human Activity Recognition in Smart Homes Using Wearable Sensor Data
In: IEEE Access, 2025.
@article{ashfaq2025hcmma,
title={HCMMA-Net: A Hybrid Convolutional Multi-Modal Attention Network for Human Activity Recognition in Smart Homes Using Wearable Sensor Data},
author={Ashfaq, Nazish and Aziz, Zeeshan and Khan, Muhammad Hassan and Nisar, Muhammad Adeel and Khalid, Adnan},
journal={IEEE Access},
year={2025},
publisher={IEEE}
}
Khan, Muhammad Hassan; Shafiq, Hadia; Farid, Muhammad Shahid;
Grzegorzek, Marcin
Encoding human activities using multimodal wearable sensory
data
In: Expert Systems with Applications, vol. 261, pp. 125564, 2025.
@article{khan2025encoding,
title = {Encoding human activities using multimodal wearable sensory data},
author = {Muhammad Hassan Khan and Hadia Shafiq and Muhammad Shahid Farid and MarcinGrzegorzek},
year = {2025},
date = {2025-01-01},
journal = {Expert Systems with Applications},
volume = {261},
pages = {125564},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Ashfaq, Nazish; Sadiq, Ibtsam; Junaid, Muhammad; Khan, Muhammad Hassan; Farid, Muhammad Shahid
Optimizing Human Activity Recognition with Ensemble Deep Learning on Wearable Sensor Data
In: International Journal of Innovations in Science & Technology, vol. 6, no. 4, pp. 1751-1767, 2024.
@article{Ashfaq_Sadiq_Junaid_Khan_Farid_2024,
title={Optimizing Human Activity Recognition with Ensemble Deep Learning on Wearable Sensor Data},
volume={6},
url={https://journal.50sea.com/index.php/IJIST/article/view/1069},
number={4},
journal={International Journal of Innovations in Science & Technology},
author={Ashfaq, Nazish and Sadiq, Ibtsam and Junaid, Muhammad and Khan, Muhammad Hassan and Farid, Muhammad Shahid},
year={2024},
month={Oct.},
pages={1751–1767} }
Fatima, Seerat; Zahid, Laiba; Haider, Tazeem; Khan, Muhammad Hassan; Farid, Muhammad Shahid
Codebook-Based Feature Engineering for Human Activity Recognition Using Multimodal Sensory Data
In: International Journal of Innovations in Science & Technology, vol. 6, no. 7, pp. 56-69, 2024.
@article{Fatima_Zahid_Haider_Muhammad Hassan Khan_Muhammad Shahid Farid_2024,
title={Codebook-Based Feature Engineering for Human Activity Recognition Using Multimodal Sensory Data},
volume={6},
url={https://journal.50sea.com/index.php/IJIST/article/view/1090},
number={7},
journal={International Journal of Innovations in Science & Technology},
author={Fatima, Seerat and Zahid, Laiba and Haider, Tazeem and Muhammad Hassan Khan and Muhammad Shahid Farid},
year={2024},
month={Oct.},
pages={56–69}
}
Haider, Tazeem; Khan, Muhammad Hassan; Farid, Muhammad Shahid
An Optimal Feature Selection Method for Human Activity Recognition Using Multimodal Sensory Data
In: Information, vol. 15, no. 10, pp. 593, 2024.
@article{haider2024optimal,
title = {An Optimal Feature Selection Method for Human Activity Recognition Using Multimodal Sensory Data},
author = {Tazeem Haider and Muhammad Hassan Khan and Muhammad Shahid Farid},
year = {2024},
date = {2024-01-01},
journal = {Information},
volume = {15},
number = {10},
pages = {593},
publisher = {MDPI},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Batool, Sheeza; Khan, Muhammah Hassan; Farid, Muhammah Shahid
An ensemble deep learning model for human activity analysis using wearable sensory data
In: Applied Soft Computing, pp. 111599, 2024.
@article{batool2024ensemble,
title = {An ensemble deep learning model for human activity analysis using wearable sensory data},
author = {Sheeza Batool and Muhammah Hassan Khan and Muhammah Shahid Farid},
year = {2024},
date = {2024-01-01},
journal = {Applied Soft Computing},
pages = {111599},
publisher = {Elsevier},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Ashfaq, Nazish; Khan, Muhammah Hassan; Nisar, Muhammah Adeel
Identification of optimal data augmentation techniques for multimodal time-series sensory data: a framework
In: Information 15.6 (2024): 343.
@article{ashfaq2024identification,
title={Identification of optimal data augmentation techniques for multimodal time-series sensory data: a framework},
author={Ashfaq, Nazish and Khan, Muhammad Hassan and Nisar, Muhammad Adeel},
journal={Information},
volume={15},
number={6},
pages={343},
year={2024},
publisher={MDPI}
}
Fatima, Rimsha; Khan, Muhammad Hassan; Nisar, Muhammad Adeel; Doniec, Rafał; Farid, Muhammad Shahid; Grzegorzek, Marcin
A Systematic Evaluation of Feature Encoding Techniques for Gait Analysis Using Multimodal Sensory Data
In: Sensors, vol. 24, no. 1, pp. 75, 2023.
@article{fatima2023systematic,
title = {A Systematic Evaluation of Feature Encoding Techniques for Gait Analysis Using Multimodal Sensory Data},
author = {Rimsha Fatima and Muhammad Hassan Khan and Muhammad Adeel Nisar and Rafał Doniec and Muhammad Shahid Farid and Marcin Grzegorzek},
year = {2023},
date = {2023-01-01},
journal = {Sensors},
volume = {24},
number = {1},
pages = {75},
publisher = {MDPI},
keywords = {},
pubstate = {published},
tppubtype = {article}
}