Journal Papers

  • Aref Einizade, Jhony H. Giraldo, Fragkiskos D. Malliaros, and Sepideh Hajipour Sardouie. "Estimation of a causal directed acyclic graph process using non-gaussianity," Digital Signal Processing, 2024, Volume 146, 104400.

  • Aref Einizade, Samaneh Nasiri, Sepideh Hajipour Sardouie, and Gari D. Clifford. "ProductGraphSleepNet: Sleep staging using product spatio-temporal graph learning with attentive temporal aggregation," Neural Networks, 2023, Volume 164, 667-680.

  • Aref Einizade and Sepideh Hajipour Sardouie. "Learning product graphs from spectral templates," IEEE Transactions on Signal and Information Processing over Networks, 2023.

  • Maryam Farhadnia, Sepideh Hajipour, and Mohammad Mikaili. "Frequency recognition in SSVEP-based BCIs using combination of PARAFAC decomposition and Canonical Component Analysis," Iranian Journal of Biomedical Engineering, 2023, volume 17, no. 1, 1-10.

  • Aref Einizade and Sepideh Hajipour Sardouie. "Iterative Pseudo-Sparse Partial Least Square and its Higher-Order variant: Application to inference from high-dimensional biosignals," IEEE Transactions on Cognitive and Developmental Systems, 2023.

  • Aref Einizade and Sepideh Hajipour Sardouie. "Joint graph learning and blind separation of smooth graph signals using minimization of mutual information and Laplacian quadratic forms," IEEE Transactions on Signal and Information Processing over Networks, 2023, Volume 9, 35-47.

  • Aref Einizade, Samaneh Nasiri, Mohsen Mozafari, Sepideh Hajipour Sardouie and Gari D Clifford, "Explainable automated seizure detection using attentive deep multi-view networks," Biomedical Signal Processing and Control, 2023, Volume 79, 104076.

  • Aref Einizade and Sepideh Hajipour Sardouie, " Robust blind separation of smooth graph signals using minimization of graph regularized mutual information," Digital Signal Processing, 2022, Volume 132, 103792.

  • Aref Einizade and Sepideh Hajipour Sardouie, "A unified approach for simultaneous graph learning and blind separation of graph signal sources," IEEE Transactions on Signal and Information Processing over Networks, 2022, Volume 8, pp. 543-555.

  • Aref Einizade, Mohsen Mozafari, Shayan Jalilpour, Sara Bagheri and Sepideh Hajipour Sardouie, "Neural decoding of imagined speech from EEG signals using the fusion of graph signal processing and graph learning techniques," Neuroscience Informatics, 2022, Volume 2, 100091.

  • Shayan Jalilpour and Sepideh Hajipour Sardouie, "RCTP: Regularized common tensor pattern for rapid serial visual presentation spellers," Biomedical Signal Processing and Control, 2021, Volume 70, 102930.

  • Aref Einizade, Sepideh Hajipour Sardouie and Mohammad B Shamsollahi,"Simultaneous Graph Learning and Blind Separation of Graph Signal Sources," IEEE Signal Processing Letters, 2021, Volume 28, pp. 1495-1499.

  • Ashkan Oliaiee, Sepideh Hajipour Sardouie and Mohammad B. Shamsollahi. "Ensemble multi-modal brain source localization using theory of evidence." Biomedical Signal Processing and Control, 2021, Volume 69, 102668.

  • Aref Einizade and Sepideh Hajipour Sardouie, "Sparsification of the PLS regression algorithm using L2-norm of weighted coefficients: Application in emotion recognition," Iranian Journal of Biomedical Engineering, 2020, Volume 14, Issue 3, pp. 241-250.

  • Shayan Jalilpour, Sepideh Hajipour Sardouie and Amir Mohammad Mijani, "A novel hybrid BCI speller based on RSVP and SSVEP paradigm," Computer Methods and Programs in Biomedicine, 2020, Volume 187, 105326.

  • Mohammad Jalilpour Monesi and Sepideh Hajipour Sardouie, "Extended common spatial and temporal pattern (ECSTP): A semi-blind approach to extract features in ERP detection," Pattern Recognition, 2019, Volume 95, pp. 128-135.

  • Mina Jamshidi Idaji, Mohammad B. Shamsollahi, and Sepideh Hajipour Sardouie, "Higher order spectral regression discriminant analysis (HOSRDA): A tensor feature reduction method for ERP detection," Pattern Recognition, 2017, Volume 70, pp. 152-162.

  • Sepideh Hajipour Sardouie, Laurent Albera, Mohammad B. Shamsollahi and Isabelle Merlet, "An efficient Jacobi-like deflationary ICA algorithm: application to EEG denoising," IEEE Signal Processing Letters, 2015, Volume 22, no. 8, pp. 1198-1202.

  • Sepideh Hajipour Sardouie, Mohammad B. Shamsollahi, Laurent Albera and Isabelle Merlet, "Denoising of ictal EEG data using semi-blind source separation methods based on time-frequency priors," IEEE Journal of Biomedical and Health Informatics, July 2014, Volume 19, no. 3, pp. 839-847.

  • Sepideh Hajipour Sardouie, Mohammad B. Shamsollahi, Laurent Albera and Isabelle Merlet, "Interictal EEG noise cancelation: GEVD and DSS based approaches versus ICA and DCCA based methods," IRBM, Volume 36, Issue 1, pp. 20-32.

  • Sepideh Hajipour Sardouie and Mohammad B. Shamsollahi, "Selection of efficient features for discrimination of hand movements from MEG using a BCI competition IV dataset," Frontiers in NeuroScience, April 2012, Volume 6, Article 42.

Conference Papers

  • Milad Yazdani and Sepideh Hajipour Sardouie. "Enhancing EEG Spellers Through Natural Language Processing," 30th National and 8th International Iranian Conference on Biomedical Engineering (ICBME), 2023.

  • Mohammad Jalilpour Monesi, and Sepideh Hajipour Sardouie. "Higher-Order Semi-Blind Source Separation Approaches Using Canonical Polyadic (CP) Decomposition," 31st International Conference on Electrical Engineering (ICEE), 2023.

  • Soheil Khooyooz and Sepideh Hajipour Sardouie, " Classification of Motor and Mental Imagery EEG Signals in BCI Systems Based on Signal-To-Image Conversion," 29th National and 7th International Iranian Conference on Biomedical Engineering (ICBME), 2022.

  • Mohammad Hassan Ahmad Yarandi, Mahdi Amani Tehrani and Sepideh Hajipour Sardouie, "Automatic Epileptic Seizure Detection: Graph Features Versus Graph Kernels," 7th International Conference on Signal Processing and Intelligent Systems (ICSPIS), 2021.

  • Ashkan Oliaiee, Sepideh Hajipour Sardouie and Mohammad B. Shamsollahi, " Brain Source Localization Using EEG and MEG Integration Based on New WMNE Scheme," 28th National and 6th International Iranian Conference on Biomedical Engineering (ICBME), 2021.

  • Hamed Nejat and Sepideh Hajipour Sardouie, "Analysis of EEG based functional connectivity during mental arithmetic task," 28th National and 6th International Iranian Conference on Biomedical Engineering (ICBME), pp. 118-124, 2021.

  • Sara Bagheri and Sepideh Hajipour Sardouie, " Electrophysiological Responses to Prose-Embedded Linguistic Anomalies: An EEG Study," 28th National and 6th International Iranian Conference on Biomedical Engineering (ICBME), pp. 135-140, 2021.

  • Aref Einizade, Mohsen Mozafari, Mohammadreza Rezaei-Dastjerdehei, Elnaz Aghdaei, Amir Mohammad Mijani, and Sepideh Hajipour Sardouie. "Detecting ADHD children based on EEG signals using Graph Signal Processing techniques." 27th National and 5th International Iranian Conference on Biomedical Engineering (ICBME), pp. 264-270, 2020.

  • Mohammadreza Arabpour, Sepideh Hajipour Sardouie, Reza Rostami, Reza Kazemi and Maryam Rostami. "Classification of Electroencephalogram Signals of Patients with Depressive Disorder and Healthy Individuals Using Pathway Graph Kernel." 27th National and 5th International Iranian Conference on Biomedical Engineering (ICBME), 2020.

  • Aref Einizade, Mohsen Mozafari, Sepideh Hajipour Sardouie, Samaneh Nasiri and Gari Clifford. "A Deep Learning-Based Method for Automatic Detection of Epileptic Seizure in a Dataset With Both Generalized and Focal Seizure Types." 2020 IEEE Signal Processing in Medicine and Biology Symposium (SPMB), 2020.

  • Niloufar Samiee, Sepideh Hajipour Sardouie and Mohammad-Hadi Foroughmand-Aarabi, "A Transfer Learning Algorithm Based on Linear Regression for Between-Subjects Classification of EEG Data", 25th International Computer Conference, Computer Society of Iran (CSICC), 2020.

  • Niloufar Samiee, Sepideh Hajipour Sardouie and Mohammad-Hadi Foroughmand-Aarabi, "A Transfer Learning Algorithm Based on CSP Regularizations of Recorded EEG for Between-Subject Classification", 26th National and 4th International Iranian Conference on Biomedical Engineering (ICBME), 2019.

  • Mohsen Mozafari and Sepideh Hajipour Sardouie, "Automatic epileptic seizure detection in a mixed generalized and focal seizure dataset", 26th National and 4th International Iranian Conference on Biomedical Engineering (ICBME), 2019.

  • Hanie Ghassemi, Mahmoud Momtazpour and Sepideh Hajipour Sardouie, "Detection of Sustained Auditory Attention in Students with Visual Impairment", 27th Iranian Conference on Electrical Engineering (ICEE), 1798-1801, 2019.

  • Shayan Jalilpour, Sepideh Hajipour Sardouie and Amir Mohammad Mijani, "The effect of constant and variable stimulus duration on P300 detection", 27th Iranian Conference on Electrical Engineering (ICEE), 1807-1811, 2019.

  • Soroush Mirjalili and Sepideh Hajipour Sardouie, "A Novel Algorithm Based on Decision Trees in Multiclass Classification", 25th National and 3rd International Iranian Conference on Biomedical Engineering (ICBME), 2018.

  • Shayan Jalilpour and Sepideh Hajipour Sardouie, "A Novel Auditory BCI for Spelling Persian Words", 25th National and 3rd International Iranian Conference on Biomedical Engineering (ICBME), 2018.

  • Mitra Alirezaei and Sepideh Hajipour Sardouie, "Detection of Human Attention Using EEG Signals", 24th National and 2nd International Iranian Conference on Biomedical Engineering (ICBME), 2017.

  • Maryam Afzali, Sepideh Hajipour Sardouie, Emad Fatemizadeh and Hamid Soltanian-Zadeh, "Canonical polyadic decomposition for principal diffusion direction extraction in diffusion weighted imaging." in Electrical Engineering (ICEE), 2017 Iranian Conference on, pp. 122-127. IEEE, 2017.

  • Elnaz Pouranbarani, Sepideh Hajipour and Mohammad B. Shamsollahi, "Ictal EEG signal denoising by combination of a semi-blind source separation method and multi-scale PCA," in ICBME Conference, Nov. 23-25, 2016.

  • Marzieh Mohammadi, Sepideh Hajipour and Mohammad B. Shamsollahi, "Denoising of interictal EEG signals using ICA and time varying AR modeling," in 21st Iranian Conference on Biomedical Engineering (ICBME 2014), Amirkabir University of Technology, Tehran, Iran, Nov 26-28, 2014.

  • Sina Salsabili, Sepideh Hajipour and Mohammad B. Shamsollahi, "Interictal EEG denoising using ICA and EMD," in 37th International Conference on Telecommunications and Signal Processing (TSP), Berlin, Germany, 2014.

  • Sepideh Hajipour, Laurent Albera, Mohammad B. Shamsollahi and Isabelle Merlet, "Canonical Polyadic decomposition of complex-valued multi-way arrays based on simultaneous Schur decomposition," in ICASSP 13, 2013 IEEE International Conference on Acoustics Speech and Signal Processing, Vancouver, Canada, May 26-31, 2013.

  • Sepideh Hajipour, Mohammad B. Shamsollahi, Laurent Albera and Isabelle Merlet, "Noise cancelation of epileptic interictal EEG data based on Generalized EigenValue Decomposition," 35th International Conference on Telecommunications and Signal Processing (TSP), Prague, Czech Republic, July 3-4, 2012.

  • Soheila Samiee, Sepideh Hajipour and Mohammad B. Shamsollahi, "Five-class finger flexion classification using ECoG signals," International Conference on Intelligent and Advanced Systems (ICIAS), Kuala Lumpur, Malaysia, June 15-17, 2010.

  • Sepideh Hajipour, Niloufar Babapour and Edmond Zahedi, "Audio image rendering for the severely visually impaired," 2009 IEEE 11th International Conference on Rehabilitation Robotics, Japan, June 23-26, 2009, pp. 893-898

  • Sepideh Hajipour, Mohammad B. Shamsollahi and Vahid Abootalebi, "Visual acuity classification using single trial Visual Evoked Potentials," 31st Annual International Conference of the IEEE EMBS Minneapolis, Minnesota, USA, September 2-6, 2009, pp. 982-985.

  • Sepideh Hajipour, Mohammad B. Shamsollahi, Hossein Mamaghanian and Vahid Abootalebi, "Extracting single trial Visual Evoked Potentials using iterative Generalized Eigen Value Decomposition," IEEE International Symposium on Signal Processing and Information Technology, ISSPIT, 2008, pp. 233-237.