Publications

2018

  • Parallel Linear Regression on Encrypted Data.

    Toufique Morshed, Dima Alhadidi, and Noman Mohammed
    In Proceedings of the 16th Annual Conference on Privacy, Security and Trust , to appear.

  • Secure Large-scale Genome Data Storage and Query.

    Luyao Chen, Md Momin Aziz, Noman Mohammed, and Xiaoqian Jiang
    Elsevier Journal of Computer Methods and Programs in Biomedicine , 2018.

  • Privacy-Preserving Age Estimation for Content Rating.

    Linwei Ye, Binglin Li , Noman Mohammed, and Yang Wang
    In Proceedings of the IEEE 20th International Workshop on Multimedia Signal Processing, Vancouver, Canada, August 2018.

  • A Deep Learning Framework for Malware Classification.

    M. Kalash, M. Rochan, N. Mohammed, N. Bruce, Y. Wang, and F. Iqbal
    International Journal of Digital Crime and Forensics (IJDCF), to appear.

  • Secure Count Query on Encrypted Genomic Data.

    Mohammad Zahidul Hasan, Md Safiur Rahman Mahdi, Md Nazmus Sadat, and Noman Mohammed.
    Elsevier Journal of Biomedical Informatics , 2018.

  • On the Robustness of Deep Learning Models to Universal Adversarial Attack.

    Rezaul Karim, Md Amirul Islam, Noman Mohammed, and Neil Bruce.
    In Proceedings of the 15th International Conference on Computer and Robot Vision (CRV), Toronto, Canada, May 2018.

  • Secure and Efficient Regression Analysis using a Hybrid Cryptographic Framework.

    Md Nazmus Sadat, Xiaoqian Jiang, Md Momin Al Aziz, Shuang Wang, and Noman Mohammed.
    JMIR Medical Informatics , 2018.

  • SAFETY: Secure gwAs in Federated Environment Through a hYbrid solution.

    Md Nazmus Sadat, Md Momin Al Aziz, Noman Mohammed, Feng Chen, Xiaoqian Jiang, and Shuang Wang.
    IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2018.

  • SecureLR: Secure Logistic Regression Model via a Hybrid Cryptographic Protocol.

    Yichen Jiang, Jenny Hamer, Chenghong Wang, Xiaoqian Jiang, Miran Kim, Yongsoo Song, Yuhou Xia, Noman Mohammed, Md Nazmus Sadat, and Shuang Wang.
    IEEE/ACM Transactions on Computational Biology and Bioinformatics, to appear.

  • Membership Inference Attack against Differentially Private Deep Learning Model.

    Md Atiqur Rahman, Tanzila Rahman, Robert Laganière, Noman Mohammed, and Yang Wang.
    Transactions on Data Privacy 11:1 (2018) 61 – 79.

  • Malware Classification with Deep Convolutional Neural Networks.

    M. Kalash, M. Rochan, N. Mohammed, N. Bruce, Y. Wang, and F. Iqbal.
    In Proceedings of the International Workshop on Cybercrime Investigation and Digital forensics (CID) in conjunction with the IFIP International Conference on New Technologies, Mobility and Security (NTMS), Paris, France, February 2018.

2017

2016