Journal

• Wenya Liu, Chi Zhang, Xiaoyu Wang, Jing Xu, Yi Chang, Tapani Ristaniemi and Fengyu Cong. Functional connectivity of major depression disorder using ongoing EEG during music perception. Clinical Neurophysiology, 2020, 131(10): 2413-2422. [Download]
• Wenya Liu, Xiulin Wang, Jing Xu, Yi Chang, Timo Hamäläinen, and Fengyu Cong, “Identifying oscillatory hyperconnectivity and hypoconnectivity networks in major depression using coupled tensor decomposition,” IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. 29, pp. 1895–1904, 2021. [Download]
• Wenya Liu, Xiulin Wang, Timo Hamäläinen, and Fengyu Cong, “Exploring oscillatory dysconnectivity networks in major depression during resting state using coupled tensor decomposition,” IEEE Transactions on Biomedical Engineering, vol. 69 (8), pp. 2691-2700, 2022. [Download]
• Xiulin Wang, Wenya Liu, Tapani Ristaniemi and Fengyu Cong. Group Analysis of Ongoing EEG Data Based on Fast Double-Coupled Nonnegative Tensor Decomposition. Journal of Neuroscience Methods, 2020, 330, pp.108502. [Download]
• Xiulin Wang, Wenya Liu, Xiaoyu Wang, Zhen Mu, Jing Xu, Yi Chang, Qing Zhang, Jianlin Wu and Fengyu Cong. Shared and Unshared Feature Extraction in Major Depression during Music Listening using Constrained Tensor Factorization. Frontiers in Human Neuroscience. (Accepted)
• Xiaoshuang Wang, Xiulin Wang, Wenya Liu, Zheng Chang, Tommi Kärkkäinen and Fengyu Cong. One dimensional convolutional neural networks for seizure onset detection using long-term scalp and intracranial EEG. Neurocomputing, 2021, 459, 212-222. [Download]
• Chi Zhang, Fengyu Cong, Tuomo Kujala, Wenya Liu, Jia Liu, Tiina Parviainen and Tapani Ristaniemi. Network entropy for the sequence analysis of functional connectivity graphs of the brain. Entropy, 2018, 20(5): 311. [Download]
• Wenya Liu and Qi Li. An efficient elastic net with regression coefficients method for variable selection of spectrum data. PloS one, 2017, 12(2), e0171122. [Download]

Conference

• Wenya Liu, Xiulin Wang, Tapani Ristaniemi and Fengyu Cong. “Identifying Task-Based Dynamic Functional Connectivity Using Tensor Decomposition.” International Conference on Neural Information Processing. Springer, Cham, 2020. [Download]
• Wenya Liu, Xiulin Wang, Fengyu Cong and Timo Hämäläinen. Alpha Band Dysconnectivity Networks in Major Depression during Resting State. 29th European Signal Processing Conference (EUSIPCO). IEEE, 2021. [Download]
• Xiulin Wang, Wenya Liu, Fengyu Cong and Tapani Ristaniemi. Group Nonnegative Matrix Factorization with Sparse Regularization in Multi-set Data. 28th European Signal Processing Conference (EUSIPCO). IEEE, 2020. [Download]