Sparse Discriminative Tensor Dictionary Learning for Object Classification. - Seyyid Emre Sofuoglu; Selin Aviyente (GlobalSIP, 2018)

A Two-Stage Approach to Robust Tensor Decomposition. - Seyyid Emre Sofuoglu; Selin Aviyente (SSP, 2018)

Tensor-Train Discriminant Analysis. - Seyyid Emre Sofuoglu; Selin Aviyente (ICASSP, 2019)

Graph Regularized Tensor Train Decomposition. - Seyyid Emre Sofuoglu; Selin Aviyente (ICASSP, 2020)

Low-Rank on Graphs Plus Temporally Smooth Sparse Decomposition for Anomaly Detection in Spatiotemporal Data. - Seyyid Emre Sofuoglu; Selin Aviyente (ICASSP, 2021)

Multi-Branch Tensor Network Structure for Tensor-Train Discriminant Analysis. - Seyyid Emre Sofuoglu; Selin Aviyente (IEEE Trans. Image Process., 2021)

Coupled support tensor machine classification for multimodal neuroimaging data. - Peide Li; Seyyid Emre Sofuoglu; Selin Aviyente; Tapabrata Maiti (Stat. Anal. Data Min., 2022)

GLOSS: Tensor-based anomaly detection in spatiotemporal urban traffic data. - Seyyid Emre Sofuoglu; Selin Aviyente (Signal Process., 2022)

Graph Regularized Low-Rank Tensor-Train for Robust Principal Component Analysis. - Seyyid Emre Sofuoglu; Selin Aviyente (IEEE Signal Process. Lett., 2022)