2019
Altered dynamic electroencephalography connectome phase-space features of emotion regulation in social anxiety.
NeuroImage, 2019
Coidentification of Group-Level Hole Structures in Brain Networks via Hodge Laplacian.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019
Statistical Inference on the Number of Cycles in Brain Networks.
Proceedings of the 16th IEEE International Symposium on Biomedical Imaging, 2019
Harmonic Holes as the Submodules of Brain Network and Network Dissimilarity.
Proceedings of the Computational Topology in Image Context - 7th International Workshop, 2019
2018
Phase Angle Spatial Embedding (PhASE) - A Kernel Method for Studying the Topology of the Human Functional Connectome.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018
Abnormal hole detection in brain connectivity by kernel density of persistence diagram and Hodge Laplacian.
Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018
2017
Topological Distances Between Brain Networks.
Proceedings of the Connectomics in NeuroImaging - First International Workshop, 2017
Exact Topological Inference for Paired Brain Networks via Persistent Homology.
Proceedings of the Information Processing in Medical Imaging, 2017
2015
Brain Networks Engaged in Audiovisual Integration During Speech Perception Revealed by Persistent Homology-Based Network Filtration.
Brain Connect., 2015
2014
Abnormal metabolic connectivity in the pilocarpine-induced epilepsy rat model: A multiscale network analysis based on persistent homology.
NeuroImage, 2014
Hole Detection in Metabolic Connectivity of Alzheimer's Disease Using k -Laplacian.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014
2013
Persistent Homological Sparse Network Approach to Detecting White Matter Abnormality in Maltreated Children: MRI and DTI Multimodal Study.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013
2012
Persistent Brain Network Homology From the Perspective of Dendrogram.
IEEE Trans. Medical Imaging, 2012
Agreement between the white matter connectivity based on the tensor-based morphometry and the volumetric white matter parcellations based on diffusion tensor imaging.
Proceedings of the 9th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2012
2011
Sparse Brain Network Recovery Under Compressed Sensing.
IEEE Trans. Medical Imaging, 2011
Computing the Shape of Brain Networks Using Graph Filtration and Gromov-Hausdorff Metric.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011
Discriminative persistent homology of brain networks.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011
Sparse topological data recovery in medical images.
Proceedings of the 8th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, 2011
2010
Semi-Supervised Nonnegative Matrix Factorization.
IEEE Signal Process. Lett., 2010
2009
Group Nonnegative Matrix Factorization for EEG Classification.
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics, 2009
Kernel nonnegative matrix factorization for spectral EEG feature extraction.
Neurocomputing, 2009
2008
Non-negative matrix factorization with alpha-divergence.
Pattern Recognit. Lett., 2008
Noninvasive BCIs: Multiway Signal-Processing Array Decompositions.
Computer, 2008
CUR+NMF for learning spectral features from large data matrix.
Proceedings of the International Joint Conference on Neural Networks, 2008
2007
Nonnegative Tensor Factorization for Continuous EEG Classification.
Int. J. Neural Syst., 2007
2006
Nonnegative Matrix Factorization for Motor Imagery EEG Classification.
Proceedings of the Artificial Neural Networks, 2006
2003
ICA+OPCA for artifact-robust classification of EEG data.
Proceedings of the NNSP 2003, 2003
PCA+HMM+SVM for EEG pattern classification.
Proceedings of the Seventh International Symposium on Signal Processing and Its Applications, 2003