Shirin Enshaeifar

Dr Shirin Enshaeifar


Senior Research Fellow in Machine Learning and Healthcare Informatics
PhD, MSc, BSc

Biography

Areas of specialism

Machine learning and data analytics with application in healthcare and smart cities; Analytical modelling, simulations, and statistical analysis

University roles and responsibilities

  • Senior Research Fellow in Healthcare Informatics
  • Deputy Technical Lead for TIHM for Dementia Project with focus on dementia care, funded by the Department of Health, http://www.sabp.nhs.uk/tihm
  • Quality Control Manager for EU-H2020 IoTCrawler Project with focus on developing a search engine for Internet of Things devices, funded by the European Commission

Research

Research interests

My teaching

Supervision

Postgraduate research supervision

My publications

Publications

Journals:

  • S. Enshaeifar, P. Barnaghi, et al., “Internet of Things for Dementia Care”, (in Press) IEEE Internet Computing Magazine, 2017.
  • S. Enshaeifar, N. Farajidavar, et al., “Recognising Bone Loading Exercises In Older Adults Using Machine Learning” (Abstract), Medicine& Science in Sports & Exercise, 49(5S):650, 2017.
  • S. Enshaeifar, C.C. Took, C. Park and D. P. Mandic, “Quaternion Common Spatial Patterns”, (in Press) IEEE Transaction on Neural Systems and Rehabilitation Engineering, DOI: 10.1109/TNSRE.2016.2625039, 2016.
  • S. Enshaeifar, S. Kouchaki, C.C. Took and S. Sanei, “Quaternion Singular Spectrum Analysis of Electroencephalogram with Application in Sleep Analysis”, IEEE Transaction on Neural Systems and Rehabilitation Engineering, vol. 24, no. 1, pp. 57-67, 2016.
  • S. Enshaeifar, L. Spyrou, S. Sanei and C.C. Took, “A Regularised EEG Informed Kalman Filtering Algorithm”, Elsevier Biomedical Signal Processing and Control, vol. 25, pp. 196-200, 2016.

Conferences:

  • S. Enshaeifar, S. A. Hoseinitabatabaei, A. Ahrabian and P. Barnaghi, “Pattern Identification for State Prediction in Dynamic Data Streams”, in Proc. of IEEE International Conference on Internet of Things (iThings), 2017.
  • A. Ahrabian, S. Enshaeifar, C. C. Took and P. Barnaghi, “Stream Data Analysis As a Web Service: A Case Study Using IoT Sensor Data”, in Proc. of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2017.
  • Y. Fathy, P. Barnaghi, S. Enshaeifar and R. Tafazolli, “A Distributed In-network Indexing Mechanism for the Internet of Things”, in Proc. of IEEE World Forum on Internet of Things (WF-IoF), 2016.
  • S. Enshaeifar, C.C. Took, S. Sanei and D. P. Mandic, “Novel Quaternion Matrix Factorisation”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 3946-3950, 2016.
  • S. Mahvash, S. Enshaeifar, S. Sanei and M. Ghavami, “Classification of Awake, REM, and NREM from EEG via Singular Spectrum Analysis”, IEEE International Conference on Engineering in Medicine and Biology Society (EMBS), pp. 4769-4772, 2015.
  • S. Kouchaki, S. Enshaeifar, C. C. Took and S. Sanei, “Complex Tensor based Blind Source Separation of EEG for Tracking P300 Subcomponents”, IEEE International Conference on Engineering in Medicine and Biology Society (EMBS), pp. 6999-7002, 2015.
  • K. Eftaxas, S. Enshaeifar, O. Geman, S. Kouchaki and S. Sanei, “Detection of Parkinsons Tremor from the EMG Signals; A Singular Spectrum Analysis Approach”, IEEE International Conference on Digital Signal Processing (DSP), pp. 398-402, 2015.
  • S. Enshaeifar, S. Sanei and C.C. Took, “Singular spectrum analysis for tracking of P300”, IEEE International Joint Conference on Neural Networks (IJCNN), pp. 502-506, 2014.
  • S. Enshaeifar, S. Sanei and C.C. Took, “An eigen based approach for complex valued forecasting”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 6014-6018, 2014.
  • O. Diaz, P. Elangovan, S. Enshaeifar, M.C. Veale, M.D. Wilson, P. Seller, R. Cernik, S. Pani, K. Wells, “Breast CT image simulation framework for optimisation of lesion visualisation,” IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), pp. 1-5, 2013.