Extension of PCA to higher order data structures: An introduction to tensors, tensor decompositions, and tensor PCA A Zare, A Ozdemir, MA Iwen, S Aviyente Proceedings of the IEEE 106 (8), 1341-1358, 2018 | 144 | 2018 |
Recursive tensor subspace tracking for dynamic brain network analysis A Ozdemir, EM Bernat, S Aviyente IEEE Transactions on Signal and Information Processing over Networks 3 (4 …, 2017 | 55 | 2017 |
Hierarchical spectral consensus clustering for group analysis of functional brain networks A Ozdemir, M Bolanos, E Bernat, S Aviyente IEEE Transactions on Biomedical Engineering 62 (9), 2158-2169, 2015 | 33 | 2015 |
Multiscale tensor decomposition A Özdemir, MA Iwen, S Aviyente 2016 50th Asilomar Conference on Signals, Systems and Computers, 625-629, 2016 | 10 | 2016 |
Multiscale analysis for higher-order tensors A Ozdemir, A Zare, MA Iwen, S Aviyente Wavelets and Sparsity XVIII 11138, 56-75, 2019 | 9 | 2019 |
A multiscale approach for tensor denoising A Özdemir, MA Iwen, S Aviyente 2016 IEEE Statistical Signal Processing Workshop (SSP), 1-5, 2016 | 7 | 2016 |
Multi-scale higher order singular value decomposition (MS-HoSVD) for resting-state fMRI compression and analysis A Ozdemir, M Villafane-Delgado, DC Zhu, MA Iwen, S Aviyente 2017 IEEE International Conference on Acoustics, Speech and Signal …, 2017 | 6 | 2017 |
Locally linear low-rank tensor approximation A Ozdemir, MA Iwen, S Aviyente 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP …, 2015 | 4 | 2015 |
RETHINKING PRINCIPAL COMPONENT ANALYSIS (PCA) FOR MODERN DATA SETS: THEORY, ALGORITHMS, AND APPLICATIONS I Johnstone, D Paul, L Balzano, Y Chi, YM Lu, H Zou, L Xue, SX Wu, ... Proceedings of the IEEE 106 (8), 2018 | 3 | 2018 |
Graph wavelet transform: Application to image segmentation A Ozdemir, S Aviyente 2014 48th Asilomar Conference on Signals, Systems and Computers, 496-499, 2014 | 3 | 2014 |
Online low-rank+ sparse structure learning for dynamic network tracking A Ozdemir, S Aviyente 2016 IEEE International Conference on Acoustics, Speech and Signal …, 2016 | 2 | 2016 |
Multiple subject analysis of functional brain network communities through co-regularized spectral clustering A Ozdemir, AG Mahyari, EM Bernat, S Aviyente 2014 36th Annual International Conference of the IEEE Engineering in …, 2014 | 1 | 2014 |
Higher-order Data Reduction Through Clustering, Subspace Analysis and Compression for Applications in Functional Connectivity Brain Networks A Ozdemir Michigan State University. Electrical Engineering, 2017 | | 2017 |