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Conditional entropy minimization principle for learning domain invariant representation features


Jan 25, 2022
Thuan Nguyen, Boyang Lyu, Prakash Ishwar, Matthias Scheutz, Shuchin Aeron

* 7 pages 

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r-local sensing: Improved algorithm and applications


Nov 16, 2021
Ahmed Ali Abbasi, Abiy Tasissa, Shuchin Aeron


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Hard Negative Sampling via Regularized Optimal Transport for Contrastive Representation Learning


Nov 04, 2021
Ruijie Jiang, Prakash Ishwar, Shuchin Aeron


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Interpretable contrastive word mover's embedding


Nov 01, 2021
Ruijie Jiang, Julia Gouvea, Eric Miller, David Hammer, Shuchin Aeron

* 8 pages, 4 figures 

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Robust and efficient change point detection using novel multivariate rank-energy GoF test


Oct 29, 2021
Shoaib Bin Masud, Shuchin Aeron

* 6 pages, 1 figure 

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Learning generative models for valid knockoffs using novel multivariate-rank based statistics


Oct 29, 2021
Shoaib Bin Masud, Shuchin Aeron

* 23 pages, 9 figures 

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Dynamical Wasserstein Barycenters for Time-series Modeling


Oct 29, 2021
Kevin C. Cheng, Shuchin Aeron, Michael C. Hughes, Eric L. Miller

* To appear at Neurips 2021 

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Barycenteric distribution alignment and manifold-restricted invertibility for domain generalization


Sep 04, 2021
Boyang Lyu, Thuan Nguyen, Prakash Ishwar, Matthias Scheutz, Shuchin Aeron


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Soft and subspace robust multivariate rank tests based on entropy regularized optimal transport


Mar 16, 2021
Shoaib Bin Masud, Boyang Lyu, Shuchin Aeron

* 14 pages, 5 figures 

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Multiview Sensing With Unknown Permutations: An Optimal Transport Approach


Mar 12, 2021
Yanting Ma, Petros T. Boufounos, Hassan Mansour, Shuchin Aeron

* 5 pages, 3 figures, ICASSP 2021 

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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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