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Most recent publications

S. Yan, L. Li, D. Horner, P. Ebrahimi, B. Chawes, L. O. Dragsted, M. A. Rasmussen, A. K. Smilde and E. A. Ataman

Characterizing human postprandial metabolic response using multiway data analysis

bioRxiv (2023).
Journal Article
2023
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C. Chatzis, M. Pfeffer, P. Lind and E. A. Ataman

A Time-aware Tensor Decomposition for Tracking Evolving Patterns

In MLSP'23: IEEE International Workshop on Machine Learning for Signal Processing. IEEE, 2023.
Proceedings, refereed
2023
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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.
Proceedings, refereed
2023
View
L. Li, S. Yan, B. M. Bakker, H. Hoefsloot, B. Chawes, D. Horner, M. A. Rasmussen, A. K. Smilde and E. A. Ataman

Analyzing postprandial metabolomics data using multiway models: A simulation study

bioRxiv (2023).
Journal Article
2023
View

Projects

DeCipher

TrACEr: Time-Aware ConstrainEd Multimodal Data Fusion

Background

PhD in Computer Science
Rensselaer Polytechnic Institute (Troy, NY)
August 2003 – May 2008
MS in Computer Science
Rensselaer Polytechnic Institute (Troy, NY)
August 2003 – December 2006
BS in Computer Engineering
Bogazici University (Istanbul, Turkey)
September 1999 – July 2003

Appointments

Associate Editor
SIAM Journal on Matrix Analysis and Applications
January 2019
Associate Editor
IEEE Transactions on Signal Processing
October 2019 – April 2022

Awards

Sapere Aude Young Elite Researcher
The Danish Council for Independent Research
February 2012

Students under supervision

Find publication

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Departments

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Year published

Export 57 results:
2022

Talks, contributed

L. Li, S. Yan, B. M. Bakker, H. Hoefsloot, B. Chawes, M. A. Rasmussen, A. K. Smilde and E. A. Ataman

Analyzing postprandial metabolomics data using multiway models: A simulation study

In NuGOweek 2022 in Spain, 2022.
Status: Published
L. Li, S. Yan, B. M. Bakker, H. Hoefsloot, D. Horner, B. Chawes, M. A. Rasmussen, A. K. Smilde and E. A. Ataman

Analyzing postprandial metabolomics data using multiway models: A simulation study

In Nordic Metabolomics 2022, Copenhagen, Denmark, 2022.
Status: Published
L. Li, S. Yan, B. M. Bakker, H. Hoefsloot, D. Horner, B. Chawes, M. A. Rasmussen, A. K. Smilde and E. A. Ataman

Analyzing postprandial metabolomics data using multiway models: A simulation study

In Norwegian Bioinformatics Days, Sundvolden, Norway, 2022.
Status: Published
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
S. Yan, L. Li, D. Horner, B. Chawes, M. A. Rasmussen, A. K. Smilde and E. A. Ataman

Characterizing postprandial metabolomics response using multi-way data analysis

In Annual NORBIS Conference, 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

Talks, invited

E. A. Ataman

From Data Mining using Tensor Factorizations to Multimodal Data Mining using Coupled Matrix/Tensor Factorizations

In Nordic Probabilistic AI School (virtual), 2021.
Status: Published