Mohammad Bagher SHAMSOLLAHI
Professor
Biomedical Signal and Image Processing Laboratory (BiSIPL)
School of Electrical Engineering
Sharif University of Technology
P. O. Box: 11356-9363
Tehran, Iran
Tel: (98) 21 6616 4356
Fax: (98) 21 6602 3261
Email: mbshams sharif.edu
Educational Background
  • Ph.D. in Electrical Engineering, University of Rennes 1, France, 1994-1997
  • M.Sc. in Electrical Engineering, Sharif University of Technology, Iran, 1989-1991
  • B.Sc. in Electrical Engineering, Tehran University, Iran, 1984-1988
Fields of Interest
  • Biomedical Signal Processing
  • Statistical Signal Processing
  • Time-Frequency Analysis
  • Wavelets
  • Pattern Recognition
Courses Taught
  • Circuit Theory (I and II)
  • Signals and Systems
  • Biomedical Signal Processing
  • Advanced Biomedical Signal Processing
  • Digital Signal Processing
  • Advanced Digital Signal Processing
  • Time-Frequency Analysis]
  • Statistical Pattern Recognition
  • Machine Learning
Ph.D. Students
  1. Behnam MOLAEE ARDEKANI (Graduated) (in co-tutelle with Prof. Lotfi SENHADJI, Rennes 1 Unversity, Rennes, France)
  2. Reza SAMENI (Graduated) (in co-tutelle with Prof. Christian JUTTEN, GIPSA-lab, Grenoble-INP, France)
  3. Omid SAYADI (Graduated)
  4. Sepideh HAJIPOUR (Graduated) (in co-tutelle with Dr. Laurent ALBERA and Dr. Isabelle MERLET, Rennes 1 Unversity, Rennes, France)
  5. Nasim MONTAZERI (Graduated) (in co-tutelle with Dr. Alfredo HERNANDEZ and Dr. Di GI, Rennes 1 Unversity, Rennes, France)
  6. Mahsa AKHBARI (Graduated) (in co-tutelle with Prof. Christian JUTTEN, GIPSA-lab, Grenoble-INP, France)
  7. Mansoureh PAKRAVAN (Graduated)
  8. Ashkan OLIAIEE (Graduated) (co-supervision with Dr HAJIPOUR)
  9. Sajjad KARIMI (Graduated)
  10. Zahra SOHRABI
  11. Fatemeh AFKHAMINIA
  12. Pegah KHOSHKAVANDI
M.Sc. Students
  1. Vahid ABOUTALEBI (Graduated)
  2. Behnam MOLAEE ARDEKANI (Graduated)
  3. Mehrdad YAGHUBI (Graduated)
  4. Reza SAMENI (Graduated)
  5. Mostafa CHARMI (Graduated)
  6. Hani ESKANDARI (Graduated)
  7. Javad JAFARIAN SARCHESHMEH (Graduated)
  8. Javad JAMEI (Graduated)
  9. Ehsan ARBABI (Graduated)
  10. Ehsan NEZHAR ARYA (Graduated)
  11. Hamid Reza MOHSENI (Graduated)
  12. Mohammad AYAT (Graduated)
  13. Vahid ESMAEILI (Graduated)
  14. Omid SAYADI (Graduated)
  15. Arash VOSOUGHI (Graduated)
  16. Sepideh HAJI POUR (Graduated)
  17. Hossein MAMAGHANIAN (Graduated)
  18. Sharhzad KHARABIAN (Graduated)
  19. Nasim MONTAZERI (Graduated)
  20. Mohammad NIKNAZAR (Graduated)
  21. Fardin AFDIDEH (Graduated)
  22. Mahshid NAJAFI (Graduated)
  23. Zahra GHANBARI (Graduated)
  24. Soheila SAMIEI (Graduated)
  25. Ali ALMASI (Graduated)
  26. Siavash SAKHAVI (Graduated)
  27. Elyas SABETI (Graduated)
  28. Abdollah GHANBARI (Graduated)
  29. Samira MASOUDI (Graduated)
  30. Said BAYATMANESH (Graduated)
  31. Marzieh MOHAMMADI (Graduated)
  32. Fahimeh NAZARI MEHR (Graduated)
  33. Sajjad KARIMI (Graduated)
  34. Omid GHASEM SANI (Graduated)
  35. Samaneh NASIRI (Graduated)
  36. Hasan AKBARI (Graduated)
  37. Mina JAMSHIDI (Graduated)
  38. Parvaneh JANBAKHSHI (Graduated)
  39. Saman SABOKSAYR (Graduated)
  40. Arvin TASHAKORI (Graduated)
  41. Amir Mohammad MIJANI (Graduated)
  42. Behrad TAGHIBEYGLO (Graduated)
  43. Alireza AGHAMIRI (Graduated)
  44. Mohammad Reza REZAEE (Graduated)
  45. Elnaz AGHDAEE (Graduated)
  46. Arman ILMAKFOROUSH (Graduated)
  47. Alireza KHODABAKHSH (Graduated)
  48. Shaghayegh BAHRAMI (Graduated)
  49. Ahmad ABBASKHAH (Graduated)
  50. Motahareh AZIMI
  51. Mohadeseh GHARAMOHAMMADLOU
  52. Bahar SHAMSAEI
  53. Elham SHOAEI
Publications

Journal papers:

  1. M.B. Shamsollahi, L. Senhadji, R. Le Bouquin-Jeannes, "Time-Frequency Representations: Theory and Simulations", Journal of Biomedical Eng.: ITBM, Vol. 19, No. 3, pp. 123-149, 1998.
  2. M. B. Shamsollahi, L. Senhadji, R. Le Bouquin-Jeannes, "Bibliographical Review of Applications of Time-Frequency Representations of The Biomedical Signals", Journal of Biomedical Eng.: ITBM, Vol. 19, No.3, pp. 151-165, 1998.
  3. F. Wendling, M.B. Shamsollahi, J. M. Badier, J. J. Bellanger, "Time-Frequency Matching of Warped Depth-EEG Seizure Observations", IEEE Trans. On Biomedical Eng., Vol. 46, No.5, pp. 601-605, 1999.
  4. M.B. Shamsollahi, L. Senhadji, R. Le Bouquin-Jeannes, P. Chauvel, "Representation of Epileptic Seizures by Time-Frequency Signatures", Journal of Biomedical Eng.: ITBM, Vol. 20, No.3, pp. 141-150,1999.
  5. S Ghofrani, A, Ayatollahi, M. B. Shamsollahi, "Modifying the Cosine Model For Nonstationary Blood Flow Signal Simulation", Journal of Ultrasound in Medicine, Vol. 22, pp. 281-285, 2003.
  6. K. Niknam, M.B. Shamsollahi, B. Vosoughi Vahdat, "Biosignals: A General Approche for Analysis", International Journal of Science and Technology Sceintia Iranica, Vol. 12, No. 1, pp. 90-98, 2005.
  7. R. Sameni, M.B Shamsollahi, C. Jutten, and G.D Clifford, "A Nonlinear Bayesian Filtering Framework for ECG Denoising", IEEE Transactions on Biomedical Engineering, Vol.54, No. 12, Dec. 2007. [Pdf file]
  8. R. Sameni, G.D Clifford, C. Jutten, and M.B Shamsollahi, "Multi-Channel ECG and Noise Modeling: Application to Maternal and Fetal ECG Signals", EURASIP Journal of Applied Signal Processing, Vol. 2007, Article ID 43407, 2007. [Pdf file]
  9. A. Roshan-Ghias, M.B. Shamsollahi, M. Mobed, M. Behzad, "Estimation of Modal Parameters Using Bilinear Joint Time-Frequency Distributions", Mechanical Systems and Signal Processing, Vol. 21, No. 5, pp. 2125-2136, 2007. [Pdf file]
  10. O. Sayadi and M.B. Shamsollahi, "Multi-Adaptive Bionic Wavelet Transform: Application to ECG Denoising and Baseline Wandering Reduction", EURASIP Journal of Applied Signal Processing, Vol. 2007, Article ID 41274, 2007. [Pdf file]
  11. O. Sayadi and M.B. Shamsollahi, "Model-Based Fiducial Points Extraction for Baseline Wandered Electrocardiograms", IEEE Transactions on Biomedical Engineering, Vol. 55, No. 1, pp.347-351, 2007. [Pdf file]
  12. B. Molaee-Ardekani, L. Senhadji, M. B. Shamsollahi, B. Vosoughi-Vahdat, and E. Wodey, "Brain activity modeling in general anesthesia: Enhancing local mean-field models usinga slow adaptive firing rate", PHYSICAL REVIEW E 76, 041911, pp. 1-17, 2007. [Pdf file]
  13. V. Esmaeili, A. Assareh, M.B. Shamsollahi, M. H. Moradi, N. M. Arefian, "Estimating the Depth of Anesthesia Using Fuzzy Soft Computation Applied to EEG Features", Journal of Intelligent Data Analysis, Vol. 12, No. 4, 2007. [Pdf file]
  14. R. Sameni, C. Jutten, M.B Shamsollahi, "Multichannel Electrocardiogram Decomposition using Periodic Component Analysis", IEEE Transactions on Biomedical Engineering Letters, Vol. 55, No. 8, pp. 1935-1940, 2008. [Pdf file]
  15. O. Sayadi and M.B. Shamsollahi, "ECG Denoising and Compression Using a Modified Extended Kalman Filter Structure", IEEE Transactions on Biomedical Engineering, Vol. 55, No. 9, pp. 2240-2248, 2008. [Pdf file]
  16. R. Sameni, M.B Shamsollahi, C. Jutten, " Model-based Bayesian filtering of cardiac contaminants from biomedical recordings", Physiological Measurement, Vol. 29, pp. 595-613, 2008. [Pdf file]
  17. O. Sayadi and M.B. Shamsollahi, "A model-based Bayesian framework for ECG beat segmentation", Physiological Measurement, Vol. 30, pp. 335-352, 2009. [Pdf file]
  18. O. Sayadi, M.B. Shamsollahi and Gari D. Clifford, "Robust Detection of Premature Ventricular Contractions Using a Wave-Based Bayesian Framework", IEEE Transactions on Biomedical Engineering, Vol. 57, No. 2, pp. 353-362, 2010. [Pdf file]
  19. B. Molaee-Ardekani, M.B. Shamsollahi, O. Tirel, B. Vosoughi-Vahdat, E. Wodey, L. Senhadji, "Investigation of the modulation between EEG alpha waves and slow/fast delta waves in children in different depths of Desflurane anesthesia", Journal of BioMedical Engineering and Research IRBM, Elsevier, Vol. 31, No. 1, pp. 55-66, 2010. [Pdf file]
  20. R. Sameni, C. Jutten, M.B Shamsollahi, "A Deflation Procedure for Subspace Decomposition", IEEE Transactions on Signal Processing, Vol. 58, No. 4, pp 2363-2374, 2010. [Pdf file]
  21. O. Sayadi and M.B. Shamsollahi, "Synthetic ECG Generation and Bayesian Filtering Using a Gaussian Wave-Based Dynamical Model", Physiological Measurement, Vol. 31, pp. 1309-1329, 2010. [Pdf file]
  22. O. Sayadi, M.B. Shamsollahi, "Life-Threatening Arrhythmia Verification in ICU Patients Using the Joint Cardiovascular Dynamical Model and a Bayesian Filter", IEEE Transactions on Biomedical Engineering, Vol. 58, No. 10, pp. 2748-2757, 2011. [Pdf file]
  23. S. Hajipour, M. B. Shamsollahi, "Discriminating MEG Signals Recorded During Hand Movements Using Selection of Efficient Features", Accepted for publication in Lecture Notes in Computer Science (LNCS), Springer Press, published in Frontiers in Neuroscience, Volume 6, Article 42, 2012. [Pdf file]
  24. M. Niknazara, S.R. Mousavi, M.B. Shamsollahia, B. Vosoughi Vahdata, M. Sayyahb, S. Motaghib, A. Dehghanib, S.M. Noorbakhshb, "Application of a dissimilarity index of EEG and its sub-bands on prediction of induced epileptic seizures from rat's EEG signals", Journal of Biomedical Engineering and Research IRBM, Elsevier, V. 33, Issue 5-6, Pages 298-307, 2012. [Pdf file]
  25. A. Almasi, M. B. Shamsollahi, L. Senhadji, "Bayesian denoising framework of Phonocardiogram based on a new dynamical model", Journal of Biomedical Engineering and Research IRBM, Elsevier, Issue 34, pp. 214-225, 2013. [Pdf file]
  26. M. Niknazar, S. R. Mousavi; S. Motaghi, A. Dehghani, B. Vosoughi Vahdat, M. B. Shamsollahi, M. Sayyah, and S. M. Noorbakhsh, "A unified approach for detection of induced epileptic seizures in rats using ECoG signals", Journal of Epilepsy and Behavior, Elsevier, Issue 2, pp. 355-364, 2013. [Pdf file]
  27. O. Sayadi, M.B. Shamsollahi, "Utility of a Nonlinear Joint Dynamical Framework to Model a Pair of Coupled Cardiovascular Signals", IEEE Journal of Biomedical and Health Informatics (IEEE Transactions on Information Technology in Biomedicine), vol. 17, no. 4, pp. 881-890, July 2013. [Pdf file]
  28. S. Hajipour, M. B. Shamsollahi, L. Albera, I. Merlet, "Denoising of ictal EEG data using semi-blind source separation methods based on time-frequency priors", IEEE Journal of Biomedical and Health Informatics, vol. 19, no. 3, pp. 839-847, 2015. [Pdf file]
  29. S. Hajipour, M. B. Shamsollahi, L. Albera, I. Merlet, "Interictal EEG noise cancelation: GEVD and DSS based approaches versus ICA and DCCA based methods", Journal of Biomedical Engineering and Research IRBM, Elsevier, IRBM, Volume 36, Issue 1, pp. 20-32, Feb. 2015. [Pdf file]
  30. S. Hajipour, L. Albera, M. B. Shamsollahi, I. Merlet, "An Efficient Jacobi-Like Deflationary ICA Algorithm: Application to EEG Denoising", IEEE Transactions on Signal Processing Letters, Vol. 22, No. 8, 2015. [Pdf file]
  31. N. Montazeri, S. Masoudi, M.B. Shamsollahi, A. Beuchee,P. Pladys, D. Ge, A. Hernandez, "Coupled Hidden Markov Model Based Method forApnea Bradycardia Detection", IEEE Journal of Biomedical and Health Informatics, vol. 20, no. 2, pp. 527-538, 2016. [Pdf file]
  32. N. Montazeri, M.B. Shamsollahi, D. Ge, A. Hernandez, "Switching Kalman filter based methods for apnea bradycardia detection from ECG signals", Physiological Measurement, vol. 36, pp. 1763-1783, 2015. [Pdf file]
  33. M. Akhbari, M.B. Shamsollahi, C. Juteen, A. A. Armoundas, O. Sayadi, "ECG denoising and fiducial point extraction using an extended Kalman filtering framework with linear and nonlinear phase observations", Physiological Measurement, vol. 37, pp. 203-226, 2016. [Pdf file]
  34. M. Akhbari, M.B. Shamsollahi, O. Sayadi, A. A. Armoundas, C. Juteen, "ECG Segmentation and Fiducial Point Extraction Using Multi Hidden Markov Model", Computers in Biology and Medicine, vol. 79, pp. 21-29, 2016. [Pdf file]
  35. M. Jamshidi, M.B. Shamsollahi, S. Hajipour, "Higher Order Spectral Regression Discriminant Analysis (HOSRDA): A Tensor Feature Reduction Method for ERP Detection", Pattern Recognition, vol. 70, pp. 152-162, 2017. [Pdf file]
  36. M. Rajabioun, A. Motie Nasrabadi, M. B. Shamsollahi, "Estimation of effective brain connectivity with Dual Kalman filter and EEG source localization methods", Australasian Physical & Engineering Sciences in Medicine, vol. 40, pp. 675-686, 2017. [Pdf file]
  37. M. Akhbari, N. Montazeri Ghahjaverestan, M.B. Shamsollahi, C. Juteen, "ECG Fiducial Point Extraction Using Switching Kalman Filter", Computer Methods and Programs in Biomedicine, vol. 157, pp. 129-136, 2018. [Pdf file]
  38. P. Janbakhshi, M.B. Shamsollahi, "Sleep apnea detection from single-lead ECG using features based on ECG-derived respiration (EDR) signals", Journal of Biomedical Engineering and Research IRBM, Elsevier, Vol. 39, No. 3, pp. 206-208, 2018. [Pdf file]
  39. H. Niknazar, A. M Nasrabadi, M. B Shamsollahi, "Volumetric behavior quantification to characterize trajectory in phase space", Chaos, Solitons and Fractals, Vol. 103, pp. 294-306, 2017. [Pdf file]
  40. H. Niknazar, A. M Nasrabadi, M. B Shamsollahi, "A new similarity index for nonlinear signal analysis based on local extrema patterns", Physics Letters A, Vol. 382 (5), pp. 288-299, 2018. [Pdf file]
  41. P. Janbakhshi, M. B. Shamsollahi, "ECG-derived respiration estimation from single-lead ECG using gaussian process and phase space reconstruction methods", Biomedical Signal Processing and Control, Vol. 45, pp. 80-90, 2018. [Pdf file]
  42. M. Pakravan, M.B. Shamsollahi, "Extraction and Automatic Grouping of Joint and Individual Sources in Multi-Subject fMRI Data Using Higher Order Cumulants", IEEE Journal of Biomedical and Health Informatics, Vol. 23, No. 2, pp. 744-757, 2019. [Pdf file]
  43. A. M. Mijani, M. B. Shamsollahi, M. S. Hassani, "A Novel Dual and Triple Shifted RSVP Paradigm for P300 Speller", Journal of neuroscience methods 328, 108420, 2019. [Pdf file]
  44. I. Mousavian, M.B. Shamsollahi, E. Fatemizadeh, "Noninvasive fetal ECG extraction using doubly constrained block-term decomposition", Mathematical biosciences and engineering: MBE, Vol.17, No. 1, pp. 144-159, 2019. [Pdf file]
  45. M. Pakravan, M. B. Shamsollahi, "Joint, Partially-joint, and Individual Independent Component Analysis in Multi-Subject fMRI Data", Accepted for publication in IEEE Transactions on Biomedical Engineering, 2019. [Pdf file]
  46. M. Pakravan, M. B. Shamsollahi, "Spatial and temporal joint, partially-joint and individual sources in independent component analysis: Application to social brain fMRI dataset", Journal of neuroscience methods 329, 108453, 2020. [Pdf file]
  47. M. Rajabioun, A. Motie Nasrabadi, M. B. Shamsollahi, R. Coben, "Effective brain connectivity estimation between active brain regions in autism using the dual Kalman-based method", Biomedical Engineering/Biomedizinische Technik, Vol. 65, No. 1, pp. 23-32, 2020. [Pdf file]
  48. M.D Kohan, A.M Nasrabadi, MB Shamsollahi, "Interview based connectivity analysis of EEG in order to detect deception", Medical Hypotheses 136, 109517, 2020. [Pdf file]
  49. M.D Kohan, A.M Nasrabadi, MB Shamsollahi, A Sharifi , "EEG/PPG effective connectivity fusion for analyzing deception in interview", Signal, Image and Video Processing, pp. 1-8, 2020. [Pdf file]
  50. A. M. Mijani, A Einizade, M. B Shamsollahi, B TaghiBeyglou, "Cross-subject and cross-paradigm learning using convolutional neural network for P300 event-related potential detection", Journal of Neurology and Neuroscience, Vol. 11, No. 5, 2020. [Pdf file]
  51. N. Samadzadeh Aghdam, M. H. Moradi, M. B. Shamsollahi, A. Motie Nasrabadi, S. K. Setarehdan, V. Shalchyan, F. Faradji, B. Makkiabadi, "The 2017 and 2018 Iranian Brain–Computer Interface Competitions", Journal of Medical Signals and Sensors, Vol. 10, No. 3, 2020. [Pdf file]
  52. S. Karimi, M.B Shamsollahi, "Tractable Inference and Observation Likelihood Evaluation in Latent Structure Influence Models", IEEE Transactions on Signal Processing, Vol. 64, pp 5736-5745, 2020. [Pdf file]
  53. N. Montazeri, M.B. Shamsollahi, D. Ge, A. Beuchee, A. Hernandez, "Apnea bradycardia detection based on new coupled hidden semi Markov model", Medical & Biological Engineering and Computing, Vol. 59, No.1, 2021. [Pdf file]
  54. H. Niknazar, A. M Nasrabadi, M. B Shamsollahi, "A new blind source separation approach based on dynamical similarity and its application on epileptic seizure prediction", Signal Processing, Vol. 183, 2021. [Pdf file]
  55. A. Sadoughi, M. B. Shamsollahi, E. Fatemizadeh, A. Beuchée, A. Hernández, N. Montazeri, "Detection of Apnea Bradycardia from ECG Signals of Preterm Infants Using Layered Hidden Markov Model", Annals of Biomedical Engineering, 2021. [Pdf file]
  56. M. R. Aslani, M. B. Shamsollahi, "Improving Data Protection in BSS Based Secure Communication: Mixing Matrix Design", Wireless Networks, 2021. [Pdf file]
  57. A. Oliaiee, S. Hajipour, M. B Shamsollahi, "Ensemble Multi-modal Brain Source Localization using Theory of Evidence", Biomedical Signal Processing and Control, 2021. [Pdf file]
  58. A. Einizade, S. Hajipour Sardouie, M. B Shamsollahi, "Simultaneous Graph Learning and Blind Separation of Graph Signal Sources", IEEE Signal Processing Letters, Vol. 28, pp. 1495-1499, 2021. [Pdf file]
  59. A Sadoughi, M. B. Shamsollahi, E Fatemizadeh, "The Classification of Heartbeats from Two-Channel ECG Signals Using Layered Hidden Markov Model", Frontiers in Biomedical Technologies, Vol. 9, No. 1, 2022. [Pdf file]
  60. A Sadoughi, M. B. Shamsollahi, E Fatemizadeh, "Automatic detection of respiratory events during sleep from Polysomnography data using Layered Hidden Markov Model", Physiological Measurement, 43(1), 2022. [Pdf file]
  61. E Mohammadi, B Makkiabadi, M. B. Shamsollahi, P Reisi, S Kermani, "Wavelet-Based Biphase Analysis of Brain Rhythms in Automated Wake–Sleep Classification", International Journal of Neural Systems ,32(02), 2022. [Pdf file]
  62. S Karimi, M. B. Shamsollahi, "A New Post-Processing Method using Latent Structure Influence Models for Channel Fusion in Automatic Sleep Staging", IEEE Journal of Biomedical and Health Informatics, 27(3), 2022. [Pdf file]
  63. S Karimi, M. B. Shamsollahi, "Tractable maximum likelihood estimation for latent structure influence models with applications to eeg & ecog processing", IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023. [Pdf file]
  64. B TaghiBeyglou, M. B Shamsollahi, "ETucker: a constrained tensor decomposition for single trial ERP extraction", Physiological Measurement, 2023. [Pdf file]
Designed by Omid GHASEM-SANI
Last Modified on: 01 September 2023