Publications
Recent Journal Articles
R. Islam, M. K. Devnath, M. D. Samad, S. J. Al Kadry, "GGNB: Graph-based Gaussian naive Bayes intrusion detection system for CAN bus, Vehicular Communications, vol 33, 2022, 100442, https://doi.org/10.1016/j.vehcom.2021.100442. (Impact factor: 6.9)
M.D. Samad, N.D. Khounviengxay, and M. A Witherow. Effect of text processing steps on
Twitter sentiment classification using word embedding, arXiv:2007.13027, 2021
S. Ahamed and M. D. Samad, "Information Mining for {COVID-19} Research From a Large Volume of Scientific Literature", ArXiv, 2020, https://arxiv.org/abs/2004.02085.
Samad MD, Sen S. A probabilistic approach to identifying run scoring advantage in the order of playing cricket. International Journal of Sports Science & Coaching. 2021;16(4):1011-1020. (Impact Factor: 2.15)
M. Alam, M. Samad, L. Vidyaratne, A. Glandon, & K. Iftekharuddin, Survey on Deep Neural Networks in Speech and Vision Systems. Neurocomputing, Vol. 417, page 302-321, 2020 (Impact Factor: 5.71)
M. Baqui, M. Samad, Rainald Lohner, "A Novel Framework for Automated Monitoring and Analysis of High Density Pedestrian Flow" J. of Intelligent Transportation Systems: Technology, Planning, and Operations, Vol. 24, No 6, 2020 (Impact Factor: 4.23)
M. Samad, J. Bobzien, J. Harrington, and K. Iftekharuddin, A Pilot Study to Identify Autism Related Traits in Spontaneous Facial Actions Using Computer Vision, Research in Autism Spectrum Disorders, Vol. 64, pp. 14-24, 2019
S. Reza, M. Samad, K. Jones and K. Iftekharuddin, "Texture-based radiomics for glioma grading in MRI and validation using histopathology images," Journal of Medical Imaging, Vol. 6, No. 02, 2019.
M. Samad, A. Ulloa, G. Weiner, et al. Predicting Survival from Large Echocardiography and Electronic Health Record Datasets: Optimization with Machine Learning, J. of American College of Cardiology (JAAC), Cardiovascular Imaging. Impact factor: 10.2.
M. Samad, G. Weiner, M. Arbabshirani, et al. Predicting Deterioration of Ventricular Function in Patients with Repaired Tetralogy of Fallot Using Machine Learning, the European Heart Journal - Cardiovascular Imaging (2018), Impact factor: 5.99.
M. Samad, N. Diawara, J. Bobzien, J. Harrington, and K. Iftekharuddin, "A Feasibility study of autism behavioral markers in spontaneous facial, visual, and hand movement response data, IEEE Trans on Neural Systems and Rehabilitation Engineering, 2017, Impact factor: 4.00.
M. Samad and K. Iftekharuddin, Frenet frame-based generalized space curve representation for pose invariant classification and recognition of 3D Face. IEEE Trans. on Human-Machine Systems (THMS), vol. 46, no. 4, pp. 522 - 533, 2016. Impact factor: 2.56.
M. Samad, J. Bobzien, J. Harrington, and K. Iftekharuddin, Non-intrusive optical imaging of face to probe physiological traits in autism spectrum disorder. J. of Optics and Laser Technology: Hot topics on bio-imaging Vol. 77, pp. 221-228, Mar. 2016. Impact factor:2.50
Selected Conference Publications
M. D. Samad and A. Sekmen, "Manifold Regularized Convolutional Neural Network," 2021 International Conference on Engineering and Emerging Technologies (ICEET), 2021, pp. 1-6, doi: 10.1109/ICEET53442.2021.9659657.
R. Arefin, M. D. Samad, F. A. Akyelken and A. Davanian, "Non-transfer Deep Learning of Optical Coherence Tomography for Post-hoc Explanation of Macular Disease Classification," 2021 IEEE 9th International Conference on Healthcare Informatics (ICHI), 2021, pp. 48-52, doi: 10.1109/ICHI52183.2021.00020.
M. D. Samad, R. Hossain and K. M. Iftekharuddin, "Dynamic Perturbation of Weights for Improved Data Reconstruction in Unsupervised Learning," 2021 International Joint Conference on Neural Networks (IJCNN), 2021, pp. 1-7, doi: 10.1109/IJCNN52387.2021.9533539.
M. Samad and M. Witherow, "A Machine Learning Pipeline to Optimally Utilize Limited Samples in Predictive Modeling", 9th Int. Conf. on Computing, Communication and Networking Technologies (ICCCNT), 2018.
C. Dolph, M. Alam, Z. Shboul, M. Samad and K. Iftekharuddin, Deep Learning of Texture and Structural Features for Multiclass Alzheimer's Disease Classification. Int. Joint Conf. on Neural Networks (IJCNN), pp. 2259-2266 2017.
M. Samad, J. Bobzien, J. Harrington, and K. Iftekharuddin, Analysis of Facial Muscle Actions in Children with Autism using 3D Imaging 2015 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 337-342, Washington DC, USA, Nov. 2015. (Acceptance rate:19%)
M. Samad and K. Iftekharuddin, Radial curve-based classification and localization of features for 3D facial expressions. Proceedings of SPIE Defense, Security, and Sensing 3D-Imaging, Visualization, and Display, Baltimore, Maryland, USA, Jun. 5, 2014.
M. Samad, Y. Hu, and G. R. Sutherland, Eect of force feedback from each DOF on the motion accuracy of a surgical tool in performing a robot-assisted tracing task," 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), pp. 2093 - 2096, Buenos Aires, Argentina, August, 2010.