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Nicholas D. Sidiropoulos
Full Professor, Electrical and Computer Engineering, University of Virginia
Joined
July 2019
Names
Nicholas D. Sidiropoulos
(Preferred)
,
Nikolaos Sidiropoulos
,
Nicholas D Sidiropoulos
,
Nikos D. Sidiropoulos
,
Nikolas D. Sidiropoulos
,
Nikolaos D. Sidiropoulos
Emails
****@virginia.edu
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
ORCID
Career & Education History
Full Professor
Electrical and Computer Engineering,
University of Virginia
(virginia.edu)
2017
–
Present
Full Professor
Electrical and Computer Engineering,
University of Minnesota, Minneapolis
(umn.edu)
2011
–
2017
Advisors, Relations & Conflicts
PhD Advisor
John Baras
Present
PhD Advisor
Carlos Alberto Berenstein
Present
Expertise
signal processing
Present
tensor decomposition
Present
data mining
Present
machine learning
Present
graph mining
Present
Publications
Probabilistic Simplex Component Analysis
Ruiyuan Wu
,
Wing-Kin Ma
,
Yuening Li
,
Anthony Man-Cho So
,
Nicholas D. Sidiropoulos
2022 (modified: 13 Sept 2022)
IEEE Trans. Signal Process. 2022
Readers:
Everyone
Low-Rank Characteristic Tensor Density Estimation Part I: Foundations
Magda Amiridi
,
Nikos Kargas
,
Nicholas D. Sidiropoulos
Published: 01 Jan 2022, Last Modified: 04 Oct 2023
IEEE Trans. Signal Process. 2022
Readers:
Everyone
Low-Rank Characteristic Tensor Density Estimation Part II: Compression and Latent Density Estimation
Magda Amiridi
,
Nikos Kargas
,
Nicholas D. Sidiropoulos
Published: 01 Jan 2022, Last Modified: 04 Oct 2023
IEEE Trans. Signal Process. 2022
Readers:
Everyone
Large Scale Tensor Factorization via Parallel Sketches
Bo Yang
,
Ahmed S. Zamzam
,
Nicholas D. Sidiropoulos
Published: 01 Jan 2022, Last Modified: 16 Nov 2023
IEEE Trans. Knowl. Data Eng. 2022
Readers:
Everyone
Supervised Learning and Canonical Decomposition of Multivariate Functions
Nikos Kargas
,
Nicholas D. Sidiropoulos
2021 (modified: 24 Jun 2021)
IEEE Trans. Signal Process. 2021
Readers:
Everyone
STELAR: Spatio-temporal Tensor Factorization with Latent Epidemiological Regularization
Nikos Kargas
,
Cheng Qian
,
Nicholas D. Sidiropoulos
,
Cao Xiao
,
Lucas M. Glass
,
Jimeng Sun
2021 (modified: 24 Jun 2021)
AAAI 2021
Readers:
Everyone
Multi-version Tensor Completion for Time-delayed Spatio-temporal Data
Cheng Qian
,
Nikos Kargas
,
Cao Xiao
,
Lucas Glass
,
Nicholas D. Sidiropoulos
,
Jimeng Sun
2021 (modified: 24 Jun 2021)
CoRR 2021
Readers:
Everyone
Robust Probabilistic Simplex Component Analysis
Yuening Li
,
Wing-Kin Ma
,
Nicholas D. Sidiropoulos
2021 (modified: 13 Sept 2022)
SSP 2021
Readers:
Everyone
Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection
Vassilis N. Ioannidis
,
Ahmed S. Zamzam
,
Georgios B. Giannakis
,
Nicholas D. Sidiropoulos
2021 (modified: 16 Apr 2023)
IEEE Trans. Knowl. Data Eng. 2021
Readers:
Everyone
Information-Theoretic Feature Selection via Tensor Decomposition and Submodularity
Magda Amiridi
,
Nikos Kargas
,
Nicholas D. Sidiropoulos
Published: 01 Jan 2021, Last Modified: 04 Oct 2023
IEEE Trans. Signal Process. 2021
Readers:
Everyone
View all 326 publications
Co-Authors
A. Swamiy
Abdelhak M. Zoubir
Abhay Harpale
Aggelos Bletsas
Ahmed Abdelkader
Ahmed S. Zamzam
Alan C. Bovik
Alejandro Ribeiro
Alex B. Gershman
Alexandros Biliris
Alexandros Potamianos
Alexandros Valyrakis
Alona Fyshe
Amin Emad
Amir Leshem
Ana I. Pérez-Neira
Ananthram Swami
Anastasios Kyrillidis
Anastasios Stamoulis
Anthony Man-Cho So
Arindam Banerjee
Aritra Konar
Athanasios P. Liavas
Balasubramanian Gopalakrishnan
Barnabás Póczos
View all 169 co-authors