Scalable and Deep Anomaly Detection from Big Data with Similarity Hashing

Research output

Research output per year 2021 2022 2023 2024

• 27 Conference proceeding contribution
• 18 Article
• 1 Conference abstract
• 1 Conference paper

Research output per year

Research output per year

Search results

• 2024

  A cloud-edge service offloading method for the metaverse in smart manufacturing

  Xiang, H., Zhang, X. & Bilal, M., Sept 2024, In: Software: Practice and Experience. 54, 9, p. 1714-1732 19 p.

  Research output: Contribution to journal › Article › peer-review

  • Edge computing 100%
  • Quality of service 95%
  • Product design 40%
  • Data communication systems 36%
  • Virtual reality 35%
  3 Citations (Scopus)

• Source inference attacks: beyond membership inference attacks in federated learning

  Hu, H., Zhang, X., Salcic, Z., Sun, L., Choo, K-K. R. & Dobbie, G., 2024, In: IEEE Transactions on Dependable and Secure Computing. 21, 4, p. 3012-3029 18 p.

  Research output: Contribution to journal › Article › peer-review

  • Servers 100%
  • Ablation 42%
  • Machine learning 25%
  • Network protocols 23%
  • Testing 17%
  3 Citations (Scopus)

• The path to defence: a roadmap to characterising data poisoning attacks on victim models

  Chaalan, T., Pang, S., Kamruzzaman, J., Gondal, I. & Zhang, X., Jul 2024, In: ACM Computing Surveys. 56, 7, p. 1-39 39 p., 175.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Attack 100%
  • Path 67%
  • Trial and error 54%
  • Model 32%
  • Use Case 25%
• 2023

  A correlation graph based approach for personalized and compatibleWeb APIs recommendation in mobile APP development

  Qi, L., Lin, W., Zhang, X., Dou, W., Xu, X. & Chen, J., Jun 2023, In: IEEE Transactions on Knowledge and Data Engineering. 35, 6, p. 5444-5457 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Recommendations 100%
  • Application programming interfaces (API) 88%
  • Compatibility 57%
  • Graph in graph theory 42%
  • Community 37%
  123 Citations (Scopus)

• Auditory receptive field net based automatic snore detection for wearable devices

  Hu, X., Sun, J., Dong, J. & Zhang, X., May 2023, In: IEEE Journal of Biomedical and Health Informatics. 27, 5, p. 2255-2263 9 p.

  Research output: Contribution to journal › Article › peer-review

  • Wearable Electronic Devices 100%
  • Wearable technology 77%
  • Sleep 73%
  • Obstructive Sleep Apnea 70%
  • Snoring 43%
  5 Citations (Scopus)

• Differentially private locality sensitive hashing based federated recommender system

  Hu, H., Dobbie, G., Salcic, Z., Liu, M., Zhang, J., Lyu, L. & Zhang, X., 25 Jun 2023, In: Concurrency Computation. 35, 14, p. 1-16 16 p., e6233.

  Research output: Contribution to journal › Article › peer-review

  • Recommender Systems 100%
  • Hashing 77%
  • Locality 71%
  • Recommender systems 60%
  • Privacy 57%
  15 Citations (Scopus)

• Digital-twin-enabled 6G mobile network video streaming using mobile crowdsourcing

  Qi, L., Xu, X., Wu, X., Ni, Q., Yuan, Y. & Zhang, X., Oct 2023, In: IEEE Journal on Selected Areas in Communications. 41, 10, p. 3161-3174 14 p.

  Research output: Contribution to journal › Article › peer-review

  • Digital twin 100%
  • Crowdsourcing 80%
  • Video streaming 75%
  • Wireless networks 53%
  • Telecommunication traffic 35%
  26 Citations (Scopus)

• NACA: a joint distortion-based non-additive cost assignment method for video steganography

  Chen, Y., Salcic, Z., Wang, H., Choo, K-K. R. & Zhang, X., 2023, In: IEEE Transactions on Dependable and Secure Computing. 20, 3, p. 2360-2374 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Steganography 100%
  • Costs 32%
  • Compensation and Redress 7%
  • Experiments 3%
  3 Citations (Scopus)

• TSDroid: a novel android malware detection framework based on temporal & spatial metrics in IoMT

  Zhang, G., Li, Y., Bao, X., Chakarborty, C., Rodrigues, J. J. P. C., Zheng, L., Zhang, X., Qi, L. & Khosravi, M. R., Aug 2023, In: ACM Transactions on Sensor Networks. 19, 3, p. 1-23 23 p., 51.

  Research output: Contribution to journal › Article › peer-review

  • Malware 100%
  • Application programming interfaces (API) 86%
  • Clustering algorithms 41%
  • Aging of materials 36%
  • Set theory 29%
  8 Citations (Scopus)
• 2022

  DDCA: a distortion drift-based cost assignment method for adaptive video steganography in the transform domain

  Chen, Y., Wang, H., Choo, K-K. R., He, P., Salcic, Z., Kaafar, D. & Zhang, X., 2022, In: IEEE Transactions on Dependable and Secure Computing. 19, 4, p. 2405-2420 16 p.

  Research output: Contribution to journal › Article › peer-review

  • Steganography 100%
  • Costs 32%
  • Trellis codes 29%
  • Experiments 14%
  26 Citations (Scopus)

• DisCOV: distributed COVID-19 detection on X-ray images with edge-cloud collaboration

  Xu, X., Tian, H., Zhang, X., Qi, L., He, Q. & Dou, W., 2022, In: IEEE Transactions on Services Computing. 15, 3, p. 1206-1219 14 p.

  Research output: Contribution to journal › Article › peer-review

  • X rays 100%
  • Deep Learning 60%
  • Deep learning 39%
  • Learning Model 33%
  • Training Methods 30%
  86 Citations (Scopus)

• Edge computing empowered anomaly detection framework with dynamic insertion and deletion schemes on data streams

  Xiang, H. & Zhang, X., Sept 2022, In: World Wide Web. 25, 5, p. 2163-2183 21 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Edge computing 100%
  • Anomaly detection 84%
  • Data streams 82%
  • Internet of things 22%
  • Explosions 12%
  6 Citations (Scopus)

  51 Downloads (Pure)

• FLEAM: a federated learning empowered architecture to mitigate DDoS in industrial IoT

  Li, J., Lyu, L., Liu, X., Zhang, X. & Lyu, X., Jun 2022, In: IEEE Transactions on Industrial Informatics. 18, 6, p. 4059-4068 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File

  • Internet of things 100%
  • Network protocols 81%
  • Industrial internet of things (IIoT) 42%
  • Edge computing 36%
  • Fog 32%
  84 Citations (Scopus)

  26 Downloads (Pure)

• FlowSpectrum: a concrete characterization scheme of network traffic behavior for anomaly detection

  Yang, L., Fu, S., Zhang, X., Guo, S., Wang, Y. & Yang, C., Sept 2022, In: World Wide Web. 25, 5, p. 2139-2161 23 p.

  Research output: Contribution to journal › Article › peer-review

  • Dimensionality reduction 100%
  • Anomaly detection 95%
  • Electric network analysis 92%
  • Application programs 82%
  • Quality of service 71%
  3 Citations (Scopus)

• PSDF: privacy-aware IoV service deployment with federated learning in cloud-edge computing

  Xu, X., Liu, W., Zhang, Y., Zhang, X., Dou, W., Qi, L. & Bhuiyan, M. Z. A., Oct 2022, In: ACM Transactions on Intelligent Systems and Technology. 13, 5, p. 1-22 22 p., 70.

  Research output: Contribution to journal › Article › peer-review

  • Privacy 100%
  • Edge computing 95%
  • Learning 70%
  • Servers 56%
  • Internet 53%
  24 Citations (Scopus)
• 2021

  Clustering-based efficient privacy-preserving face recognition scheme without compromising accuracy

  Liu, M., Hu, H., Xiang, H., Yang, C., Lyu, L. & Zhang, X., Aug 2021, In: ACM Transactions on Sensor Networks. 17, 3, p. 1-27 27 p., 31.

  Research output: Contribution to journal › Article › peer-review

  • Biometrics 100%
  • Face recognition 96%
  • Computational complexity 54%
  • Internet of things 28%
  • Costs 25%
  6 Citations (Scopus)

• CoPace: edge computation offloading and caching for self-driving with deep reinforcement learning

  Tian, H., Xu, X., Qi, L., Zhang, X., Dou, W., Yu, S. & Ni, Q., Dec 2021, In: IEEE Transactions on Vehicular Technology. 70, 12, p. 13281-13293 13 p.

  Research output: Contribution to journal › Article › peer-review

  • Caching 100%
  • Reinforcement Learning 96%
  • Resources 45%
  • Edge computing 39%
  • Time-varying 30%
  49 Citations (Scopus)

• Isolation forest based anomaly detection framework on non-IID data

  Xiang, H., Wang, J., Ramamohanarao, K., Salcic, Z., Dou, W. & Zhang, X., May 2021, In: IEEE Intelligent Systems. 36, 3, p. 31-40 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Anomaly detection 100%
  • Data mining 26%
  • Experiments 11%
  10 Citations (Scopus)