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Automatic coding of students' writing via Contrastive Representation Learning in the Wasserstein space

Dec 01, 2020
Ruijie Jiang, Julia Gouvea, David Hammer, Eric Miller, Shuchin Aeron


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Robust Machine Learning via Privacy/Rate-Distortion Theory

Jul 22, 2020
Ye Wang, Shuchin Aeron, Adnan Siraj Rakin, Toshiaki Koike-Akino, Pierre Moulin

* 14 pages, 2 figures, under submission 

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Representation Learning via Adversarially-Contrastive Optimal Transport

Jul 11, 2020
Anoop Cherian, Shuchin Aeron

* Accepted at ICML 2020 

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Domain Adaptation for Robust Workload Classification using fNIRS

Jul 02, 2020
Boyang Lyu, Thao Pham, Giles Blaney, Zachary Haga, Sergio Fantini, Shuchin Aeron


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On Matched Filtering for Statistical Change Point Detection

Jun 09, 2020
Kevin C. Cheng, Shuchin Aeron, Michael C. Hughes, Eric L. Miller


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Optimal Transport Based Change Point Detection and Time Series Segment Clustering

Nov 04, 2019
Kevin C. Cheng, Shuchin Aeron, Michael C. Hughes, Erika Hussey, Eric L. Miller


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On the modes of convergence of Stochastic Optimistic Mirror Descent (OMD) for saddle point problems

Aug 02, 2019
Yanting Ma, Shuchin Aeron, Hassan Mansour

* 14 pages 

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Multi-View Graph Embedding Using Randomized Shortest Paths

Aug 20, 2018
Anuththari Gamage, Brian Rappaport, Shuchin Aeron, Xiaozhe Hu


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Principal Component Analysis with Tensor Train Subspace

Mar 13, 2018
Wenqi Wang, Vaneet Aggarwal, Shuchin Aeron


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Tensor Train Neighborhood Preserving Embedding

Mar 10, 2018
Wenqi Wang, Vaneet Aggarwal, Shuchin Aeron

* Accepted to IEEE Transactions on Signal Processing, Mar 2018 

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Word Embeddings via Tensor Factorization

Sep 15, 2017
Eric Bailey, Shuchin Aeron

* More simulation results added 

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Faster Clustering via Non-Backtracking Random Walks

Aug 26, 2017
Brian Rappaport, Anuththari Gamage, Shuchin Aeron


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Efficient Low Rank Tensor Ring Completion

Jul 23, 2017
Wenqi Wang, Vaneet Aggarwal, Shuchin Aeron

* in Proc. ICCV, Oct. 2017. arXiv admin note: text overlap with arXiv:1609.05587 

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Sample, computation vs storage tradeoffs for classification using tensor subspace models

Jun 27, 2017
Mohammadhossein Chaghazardi, Shuchin Aeron

* 5 Pages 

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Unsupervised clustering under the Union of Polyhedral Cones (UOPC) model

Oct 15, 2016
Wenqi Wang, Vaneet Aggarwal, Shuchin Aeron

* Pattern Recognition Letters Volume 100, 1 December 2017, Pages 104-109 

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Low-tubal-rank Tensor Completion using Alternating Minimization

Oct 05, 2016
Xiao-Yang Liu, Shuchin Aeron, Vaneet Aggarwal, Xiaodong Wang


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Algorithms for item categorization based on ordinal ranking data

Sep 29, 2016
Josh Girson, Shuchin Aeron

* To appear in IEEE Allerton conference on computing, communications and control, 2016 

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Tensor Completion by Alternating Minimization under the Tensor Train (TT) Model

Sep 19, 2016
Wenqi Wang, Vaneet Aggarwal, Shuchin Aeron


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On Deterministic Conditions for Subspace Clustering under Missing Data

Jul 11, 2016
Wenqi Wang, Shuchin Aeron, Vaneet Aggarwal


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On deterministic conditions for subspace clustering under missing data

Apr 15, 2016
Wenqi Wang, Shuchin Aeron, Vaneet Aggarwal

* IEEE International Symposium on Information Theory (ISIT), Barcelona, pp. 850-854 (2016) 
* To appear in proceedings of ISIT 2016 

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Denoising and Completion of 3D Data via Multidimensional Dictionary Learning

Dec 31, 2015
Zemin Zhang, Shuchin Aeron

* 9 pages, submitted to Conference on Computer Vision and Pattern Recognition (CVPR) 2016 

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Multilinear Subspace Clustering

Dec 21, 2015
Eric Kernfeld, Nathan Majumder, Shuchin Aeron, Misha Kilmer


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Adaptive Sampling of RF Fingerprints for Fine-grained Indoor Localization

Dec 01, 2015
Xiao-Yang Liu, Shuchin Aeron, Vaneet Aggarwal, Xiaodong Wang, Min-You Wu

* IEEE Transactions on Mobile Computing, vol. 15, no. 10, pp. 2411-2423 (2016) 
* To appear in IEEE Transactions on Mobile Computing 

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Group-Invariant Subspace Clustering

Oct 15, 2015
Shuchin Aeron, Eric Kernfeld

* Proceedings of Allerton 2015 

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Information-theoretic Bounds on Matrix Completion under Union of Subspaces Model

Aug 14, 2015
Vaneet Aggarwal, Shuchin Aeron

* 54th Annual Allerton Conference on Communication, Control, and Computing (Allerton), Monticello, IL, pp. 281-283 (2016) 

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An algorithm for online tensor prediction

Jul 28, 2015
John Pothier, Josh Girson, Shuchin Aeron


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Exact tensor completion using t-SVD

Feb 27, 2015
Zemin Zhang, Shuchin Aeron

* 16 pages, 5 figures, 2 tables 

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Clustering multi-way data: a novel algebraic approach

Feb 22, 2015
Eric Kernfeld, Shuchin Aeron, Misha Kilmer

* 20 pages, 8 figures 

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Novel methods for multilinear data completion and de-noising based on tensor-SVD

Oct 30, 2014
Zemin Zhang, Gregory Ely, Shuchin Aeron, Ning Hao, Misha Kilmer

* 8 pages, 8 figures. It is accepted as CVPR 2014 oral presentation. arXiv admin note: substantial text overlap with arXiv:1307.0805 

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First Order Methods for Robust Non-negative Matrix Factorization for Large Scale Noisy Data

Mar 24, 2014
Jason Gejie Liu, Shuchin Aeron


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