Sepideh Kilani
PhD Student
Email: s.kilani@uq.edu.au
Supervisors
Professor Jason Mattingley
Current Research
My PhD addresses the challenge of tracking information flow between brain regions. Traditional methods often miss intricate multidimensional interactions and fail to capture what is exchanged between areas. My research aims to bridge this gap by developing new methods to reveal transferred information without assumptions.
Research interests
Multidimensional interactions
Publications
Kilani, S., Aghili, S. N., Fathi, Y., & Sburlea, A. I. (2024). Optimization of transfer learning based on source sample selection in Euclidean space for P300-based brain-computer interfaces. Frontiers in Neuroscience, 18. https://doi.org/10.3389/fnins.2024.1360709
Kilani, S., Aghili, S. N., Hulea, M. (2023). Enhancing P300-Based Brain-Computer Interfaces with Hybrid Transfer Learning: A Data Alignment and Fine-Tuning Approach. Applied Sciences, 13(10). https://doi.org/10.3390/app13106283
Aghili, S. N., Kilani, S., Khushaba, R. N., & Rouhani, E. (2023). A spatial-temporal linear feature learning algorithm for P300-based brain-computer interfaces. Heliyon, 9(4). https://doi.org/10.1016/j.heliyon.2023.e15380
Aghili, S. N., Kilani, S., Rouhani, E., & Akhavan, A. (2023). A Novel Fast ICA-FBCCA Algorithm and Convolutional Neural Network for Single-Flicker SSVEP-Based BCIs. IEEE Access. https://doi.org/10.1109/ACCESS.2023.3347336
Conference Papers
Kilani, S., Kordmahale, S. N. A., Ghassemlooy, Z., Hulea, M., & Wu, Q. (2022, July). Reducing calibration time using novel hybrid transfer-learning for P300-based BCI applications. In 2022 13th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP) (pp. 401-405). IEEE. https://doi.org/10.1109/CSNDSP54353.2022.9908000
Kordmahale, S. N. A., Kilani, S., Ghassemlooy, Z., Wu, Q., & Maleki, A. (2022, July). A novel artifact removal method for the SSVEP signal using hybrid CCA-DWT and comparative analysis for feature selection and classification in the P300 signal. In 2022 13th International Symposium on Communication Systems, Networks and Digital Signal Processing (CSNDSP) (pp. 390-394). IEEE. https://doi.org/10.1109/CSNDSP54353.2022.9907961