Primary tabs

Find publication

Status

Departments

Publication type

Year published

Export 17 results:
2023

Proceedings, refereed

C. Schenker, X. Wang and E. A. Ataman

PARAFAC2-based coupled Matrix and Tensor Factorizations

In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2023.
Status: Published

Posters

C. Schenker, X. Wang and E. Acar

PARAFAC2-based coupled matrix and tensor factorizations with constraints

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2023.
Status: Published

Talks, invited

C. Schenker, X. Wang and E. Acar

Fusing Dynamic and Static Data Using Parafac2 Based Coupled Matrix and Tensor Factorizations

In SIAM Conference on Computational Science and Engineering, 2023.
Status: Published
2022

Journal articles

M. Roald, C. Schenker, V. D. Calhoun, T. Adali, R. Bro, J. E. Cohen and E. A. Ataman

An AO-ADMM approach to constraining PARAFAC2 on all modes

SIAM Journal on Mathematics of Data Science 4 (2022): 1191-1222.
Status: Published

Talks, invited

C. Schenker, M. Roald, X. Wang, J. E. Cohen and E. A. Ataman

Constrained Multi-Modal Data Mining Using Coupled Matrix and Tensor Factorizations

In SIAM Conference on Mathematics of Data Science, 2022.
Status: Published

Talks, contributed

M. Roald, C. Schenker, V. D. Calhoun, T. Adali, R. Bro, J. E. Cohen and E. A. Ataman

An AO-ADMM approach to constrained PARAFAC2

In Nordic AI Meet, 2022.
Status: Published
M. Roald, C. Schenker, R. Bro, J. E. Cohen and E. A. Ataman

Fully Constrained PARAFAC2 with AO-ADMM

In SIAM Conference on Parallel Processing for Scientific Computing, 2022.
Status: Published
2021

Journal articles

C. Schenker, J. E. Cohen and E. A. Ataman

A Flexible Optimization Framework for Regularized Matrix-Tensor Factorizations with Linear Couplings

IEEE Journal of Selected Topics in Signal Processing 15, no. 3 (2021): 506-521.
Status: Published

Proceedings, refereed

M. Roald, C. Schenker, J. E. Cohen and E. A. Ataman

PARAFAC2 AO-ADMM: Constraints in all modes

In 2021 29th European Signal Processing Conference (EUSIPCO). IEEE, 2021.
Status: Published

Posters

C. Schenker, J. E. Cohen and E. A. Ataman

An Optimization Framework for Regularized Linearly Coupled Matrix-Tensor Factorization

2020 28th European Signal Processing Conference (EUSIPCO), Amsterdam, Netherlands, 2021.
Status: Published