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SoK: Towards Privacy-Centric Collaborative Machine Learning—A Classification Framework for Privacy Solutions

2025

Boar, P. E., Sharma, P. K., Akram, R. N., Li, W.

SN Computer Science, vol. 6, no. 8, 972

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1007/s42979-025-04482-4

Open Access

https://aura.abdn.ac.uk/bitstreams/d73b8f85-aec8-4b0b-9d12-813ec6d41f57/download
Deep learning‑based prediction of major page faults in cluster systems

2025

Chuah, E., Jhumka, A., Narasimhamurthy, S., Ayesh, A.

CCF Transactions on High Performance Computing, vol. 7, no. 5, pp. 413–430

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1007/s42514-025-00233-2

Open Access

https://aura.abdn.ac.uk/bitstreams/87676e03-9d18-4eff-8d31-dc51eeefe396/download
Deep learning-based prediction of reflection attacks using NetFlow data

2025

Chuah, E., Jhumka, A., Ayesh, A.

Computers & Security, vol. 156, 104527

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1016/j.cose.2025.104527

Open Access

https://aura.abdn.ac.uk/bitstreams/8168cf8e-fc2f-49a4-9bbe-c9e1bee33713/download

https://aura.abdn.ac.uk/bitstreams/129376c3-4a59-4a88-be7c-071c6b238c63/download
An Unsupervised Malicious Web Request Detection based on Transformer and Contrastive Learning

2025

He, S., Zhang, Y., Liang, D., Sharma, P.

IEEE Transactions on Network and Service Management, vol. 22, no. 4, pp. 3281-3294

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1109/TNSM.2025.3563089

Open Access

https://aura.abdn.ac.uk/bitstreams/fe514001-ae36-437b-8528-70e3b15f05af/download

Additional Links

View publication in Scopus
GpDB: A Graph Partition Based Storage Strategy for DAG-Blockchain in Edge-Cloud IIoT

2025

Liao, Z., Cheng, S., Zhang, J., Wu, W., Sharma, P. K.

IEEE Transactions on Industrial Informatics, vol. 21, no. 8, pp. 5790-5798

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1109/TII.2022.3162201

Additional Links

View publication in Scopus
A systematic literature review of log-correlation tools for cyberattack detection and prediction in large networks

2025

Chuah, E., Kalutarage, H., Tasdemir, K., Abrham, A., Maple, C.

Journal of Information Security and Applications, vol. 92, 104096

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1016/j.jisa.2025.104096
Minecrafter: A secure and decentralized consensus protocol for blockchain-enabled vaccine supply chain

2025

Maloth, S., Hada, N. S., Jatoth, C., Gupta, N., Fiore, U., Sharma, P. K.

Peer-to-Peer Networking and Applications, vol. 18, no. 4, 168

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1007/s12083-025-01980-3

Additional Links

View publication in Scopus
Label-free Medical Image Quality Evaluation by Semantics-aware Contrastive Learning in IoMT

2025

Yi, D., Hua, Y., Murchie, P., Sharma, P.

IEEE journal of biomedical and health informatics, vol. 29, no. 4, pp. 2335-2344

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1109/JBHI.2023.3340201

Open Access

https://aura.abdn.ac.uk/bitstreams/44bef647-55d9-4576-9330-5f25b452ed91/download

Additional Links

View publication in Scopus
DECML: Distributed Edge Consensus Machine Learning Framework

2025

Verdeyen, C., Shepherd, C., Markantonakis, K., Akram, R. N., Milroy, R., Abu Ghazalah, S., Sauveron, D.

Chapters in Books, Reports and Conference Proceedings: Conference Proceedings

Digital Object Identifier

https://doi.org/10.1109/GCAIoT63427.2024.10833588

Open Access

https://aura.abdn.ac.uk/bitstreams/dc5c755e-8d53-4ea8-98a3-c2be6d6e3df6/download
Uni-directional graph structure learning-based multivariate time series anomaly detection with dynamic prior knowledge

2025

He, S., Li, G., Wang, J., Xie, K., Sharma, P. K.

International Journal of Machine Learning and Cybernetics, vol. 16, no. 1, pp. 267-283

Contributions to Journals: Articles

Digital Object Identifier

https://doi.org/10.1007/s13042-024-02212-5

Additional Links

View publication in Scopus

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SoK: Towards Privacy-Centric Collaborative Machine Learning—A Classification Framework for Privacy Solutions

Deep learning‑based prediction of major page faults in cluster systems

Deep learning-based prediction of reflection attacks using NetFlow data

An Unsupervised Malicious Web Request Detection based on Transformer and Contrastive Learning

GpDB: A Graph Partition Based Storage Strategy for DAG-Blockchain in Edge-Cloud IIoT

A systematic literature review of log-correlation tools for cyberattack detection and prediction in large networks

Minecrafter: A secure and decentralized consensus protocol for blockchain-enabled vaccine supply chain

Label-free Medical Image Quality Evaluation by Semantics-aware Contrastive Learning in IoMT

DECML: Distributed Edge Consensus Machine Learning Framework

Uni-directional graph structure learning-based multivariate time series anomaly detection with dynamic prior knowledge