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Synthesis and Analysis of Data as Probability Measures with
Entropy-Regularized Optimal Transport
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2025
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Brendan Mallery
James M. Murphy
Shuchin Aeron
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Linearized Wasserstein Barycenters: Synthesis, Analysis,
Representational Capacity, and Applications
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2024
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Matthew Werenski
Brendan Mallery
Shuchin Aeron
James M. Murphy
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Towards Universal Unfolding of Detector Effects in High-Energy Physics
using Denoising Diffusion Probabilistic Models
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2024
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Camila Pazos
Shuchin Aeron
P. H. Beauchemin
V. Croft
M. Klassen
T. Wongjirad
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Score-based diffusion models for generating liquid argon time projection chamber images
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2024
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Z. Imani
T. Wongjirad
Shuchin Aeron
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PDF
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On Rank Energy Statistics via Optimal Transport: Continuity, Convergence, and Change Point Detection
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2024
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Matthew Werenski
Shoaib Bin Masud
James M. Murphy
Shuchin Aeron
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Hard Negative Sampling via Regularized Optimal Transport for Contrastive Representation Learning
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2023
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Ruijie Jiang
Prakash Ishwar
Shuchin Aeron
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A Principled Approach to Model Validation in Domain Generalization
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2023
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Boyang Lyu
Thuan Nguyen
Matthias Scheutz
Prakash Ishwar
Shuchin Aeron
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On Rank Energy Statistics via Optimal Transport: Continuity, Convergence, and Change Point Detection
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2023
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Matthew Werenski
Shoaib Bin Masud
James M. Murphy
Shuchin Aeron
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A principled approach to model validation in domain generalization
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2023
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Boyang Lyu
Thuan Nguyen
Matthias Scheutz
Prakash Ishwar
Shuchin Aeron
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PDF
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Barycentric-Alignment and Reconstruction Loss Minimization for Domain Generalization
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2023
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Boyang Lyu
Thuan Nguyen
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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Systematic comparison of semi-supervised and self-supervised learning for medical image classification
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2023
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Zhe Huang
Ruijie Jiang
Shuchin Aeron
Michael C. Hughes
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+
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Score-based Diffusion Models for Generating Liquid Argon Time Projection Chamber Images
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2023
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Zeviel Imani
Shuchin Aeron
T. Wongjirad
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PDF
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Nonparametric and Regularized Dynamical Wasserstein Barycenters for Sequential Observations
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2023
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Kevin C. Cheng
Eric L. Miller
Michael C. Hughes
Shuchin Aeron
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On neural and dimensional collapse in supervised and unsupervised contrastive learning with hard negative sampling
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2023
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Ruijie Jiang
Thuan Nguyen
Shuchin Aeron
Prakash Ishwar
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Estimation of entropy-regularized optimal transport maps between non-compactly supported measures
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2023
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Matthew Werenski
James M. Murphy
Shuchin Aeron
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PDF
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Trade-off between reconstruction loss and feature alignment for domain generalization
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2022
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Thuan Nguyen
Boyang Lyu
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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PDF
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Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization
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2022
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Thuan Nguyen
Boyang Lyu
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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PDF
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Conditional entropy minimization principle for learning domain invariant representation features
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2022
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Thuan Nguyen
Boyang Lyu
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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PDF
Chat
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r-Local Unlabeled Sensing: Improved Algorithm and Applications
|
2022
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Ahmed Ali Abbasi
Abiy Tasissa
Shuchin Aeron
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+
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Conditional entropy minimization principle for learning domain invariant representation features
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2022
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Thuan Nguyen
Boyang Lyu
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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+
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Measure Estimation in the Barycentric Coding Model
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2022
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Matthew Werenski
Ruijie Jiang
Abiy Tasissa
Shuchin Aeron
James M. Murphy
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Towards Designing and Exploiting Generative Networks for Neutrino Physics Experiments using Liquid Argon Time Projection Chambers
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2022
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Paul Lutkus
T. Wongjirad
Shuchin Aeron
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Easy Variational Inference for Categorical Models via an Independent Binary Approximation
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2022
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Michael Wojnowicz
Shuchin Aeron
Eric L. Miller
Michael C. Hughes
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+
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Sampling and Recovery of Signals with Spectral Sparsity
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2022
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Sameer Sonkusale
Maryam Shojaei Baghini
Shuchin Aeron
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+
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Joint covariate-alignment and concept-alignment: a framework for domain generalization
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2022
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Thuan Nguyen
Boyang Lyu
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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+
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Supervised Contrastive Learning with Hard Negative Samples
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2022
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Ruijie Jiang
Thuan Nguyen
Prakash Ishwar
Shuchin Aeron
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+
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Nonparametric and Regularized Dynamical Wasserstein Barycenters for Sequential Observations
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2022
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Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Eric L. Miller
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Geometric Sparse Coding in Wasserstein Space
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2022
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Marshall Mueller
Shuchin Aeron
James M. Murphy
Abiy Tasissa
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+
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Trade-off between reconstruction loss and feature alignment for domain generalization
|
2022
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Thuan Nguyen
Boyang Lyu
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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Alternating minimization algorithm with initialization analysis for r-local and k-sparse unlabeled sensing
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2022
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Ahmed Abbasi
Abiy Tasissa
Shuchin Aeron
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+
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Dynamical Wasserstein Barycenters for Time-series Modeling
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2021
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Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Eric L. Miller
|
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PDF
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Hard Negative Sampling via Regularized Optimal Transport for Contrastive
Representation Learning
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2021
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Ruijie Jiang
Prakash Ishwar
Shuchin Aeron
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Learning generative models for valid knockoffs using novel multivariate-rank based statistics.
|
2021
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Shoaib Bin Masud
Shuchin Aeron
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+
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Robust and efficient change point detection using novel multivariate rank-energy GoF test.
|
2021
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Shoaib Bin Masud
Shuchin Aeron
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+
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Barycentric-alignment and invertibility for domain generalization.
|
2021
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Boyang Lyu
Thuan Nguyen
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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r-local sensing: Improved algorithm and applications
|
2021
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Ahmed Ali Abbasi
Abiy Tasissa
Shuchin Aeron
|
+
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Dynamical Wasserstein Barycenters for Time-series Modeling
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2021
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Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Eric L. Miller
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+
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Barycenteric distribution alignment and manifold-restricted invertibility for domain generalization.
|
2021
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Boyang Lyu
Thuan Nguyen
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
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PDF
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Robust Machine Learning via Privacy/ Rate-Distortion Theory
|
2021
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Ye Wang
Shuchin Aeron
Adnan Siraj Rakin
Toshiaki KoikeâAkino
Pierre Moulin
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Easy Variational Inference for Categorical Observations via a New View of Diagonal Orthant Probit Models
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2021
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Michael Wojnowicz
Shuchin Aeron
E. Willard Miller
Michael C. Hughes
|
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PDF
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Multiview Sensing with Unknown Permutations: an Optimal Transport Approach
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2021
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Yanting Ma
Petros T. Boufounos
Hassan Mansour
Shuchin Aeron
|
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PDF
Chat
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Towards Designing and Exploiting Generative Networks for Neutrino Physics Experiments using Liquid Argon Time Projection Chambers
|
2021
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T. Wongjirad
Shuchin Aeron
Paul Lutkus
|
+
PDF
Chat
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On non-parametric density estimation on linear and non-linear manifolds using generalized Radon transforms
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2021
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James W. Webber
Erika Hussey
Eric L. Miller
Shuchin Aeron
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PDF
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Domain adaptation for robust workload level alignment between sessions and subjects using fNIRS
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2021
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Boyang Lyu
Thao Pham
Giles Blaney
Zachary Haga
Angelo Sassaroli
Sergio Fantini
Shuchin Aeron
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Multiview Sensing With Unknown Permutations: An Optimal Transport Approach
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2021
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Yanting Ma
Petros T. Boufounos
Hassan Mansour
Shuchin Aeron
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Soft and subspace robust multivariate rank tests based on entropy regularized optimal transport
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2021
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Shoaib Bin Masud
Boyang Lyu
Shuchin Aeron
|
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PDF
Chat
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R-Local Unlabeled Sensing: A Novel Graph Matching Approach for Multiview Unlabeled Sensing Under Local Permutations
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2021
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Ahmed Ali Abbasi
Abiy Tasissa
Shuchin Aeron
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Interpretable contrastive word mover's embedding
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2021
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Ruijie Jiang
Julia Gouvea
Eric L. Miller
David Hammer
Shuchin Aeron
|
+
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Hard Negative Sampling via Regularized Optimal Transport for Contrastive Representation Learning
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2021
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Ruijie Jiang
Prakash Ishwar
Shuchin Aeron
|
+
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Multivariate rank via entropic optimal transport: sample efficiency and generative modeling
|
2021
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Shoaib Bin Masud
Matthew Werenski
James M. Murphy
Shuchin Aeron
|
+
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Robust and efficient change point detection using novel multivariate rank-energy GoF test
|
2021
|
Shoaib Bin Masud
Shuchin Aeron
|
+
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Dynamical Wasserstein Barycenters for Time-series Modeling
|
2021
|
Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Eric L. Miller
|
+
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Barycentric-alignment and reconstruction loss minimization for domain generalization
|
2021
|
Boyang Lyu
Thuan Nguyen
Prakash Ishwar
Matthias Scheutz
Shuchin Aeron
|
+
PDF
Chat
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Optimization-based incentivization and control scheme for autonomous traffic
|
2020
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UroĆĄ KalabiÄ
Piyush Grover
Shuchin Aeron
|
+
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Representation Learning via Adversarially-Contrastive Optimal Transport
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2020
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Anoop Cherian
Shuchin Aeron
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+
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Domain Adaptation for Robust Workload Classification using fNIRS.
|
2020
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Boyang Lyu
Thao Pham
Giles Blaney
Zachary Haga
Sergio Fantini
Shuchin Aeron
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Optimization-based incentivization and control scheme for autonomous traffic
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2020
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UroĆĄ KalabiÄ
Piyush Grover
Shuchin Aeron
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+
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On Matched Filtering for Statistical Change Point Detection
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2020
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Kevin C. Cheng
Eric L. Miller
Michael C. Hughes
Shuchin Aeron
|
+
PDF
Chat
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Optimal Transport Based Change Point Detection and Time Series Segment Clustering
|
2020
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Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Erika K. Hussey
Eric L. Miller
|
+
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Robust Machine Learning via Privacy/Rate-Distortion Theory
|
2020
|
Ye Wang
Shuchin Aeron
Adnan Siraj Rakin
Toshiaki KoikeâAkino
Pierre Moulin
|
+
PDF
Chat
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On Matched Filtering for Statistical Change Point Detection
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2020
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Kevin C. Cheng
Eric L. Miller
Michael C. Hughes
Shuchin Aeron
|
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Automatic coding of students' writing via Contrastive Representation Learning in the Wasserstein space
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2020
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Ruijie Jiang
Julia Gouvea
David Hammer
Eric L. Miller
Shuchin Aeron
|
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Representation Learning via Adversarially-Contrastive Optimal Transport
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2020
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Anoop Cherian
Shuchin Aeron
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+
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Optimization-based incentivization and control scheme for autonomous traffic
|
2020
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UroĆĄ KalabiÄ
Piyush Grover
Shuchin Aeron
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+
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On Matched Filtering for Statistical Change Point Detection
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2020
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Kevin C. Cheng
Eric L. Miller
Michael C. Hughes
Shuchin Aeron
|
+
PDF
Chat
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Low-Tubal-Rank Tensor Completion Using Alternating Minimization
|
2019
|
Xiao-Yang Liu
Shuchin Aeron
Vaneet Aggarwal
Xiaodong Wang
|
+
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Unlabeled Sensing With Local Permutations
|
2019
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Ahmed Ali Abbasi
Shoaib Bin Masud
Boyang Lyu
Shuchin Aeron
|
+
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Optimal Transport Based Change Point Detection and Time Series Segment Clustering
|
2019
|
Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Erika K. Hussey
Eric L. Miller
|
+
PDF
Chat
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Optimal Transport Based Change Point Detection and Time Series Segment
Clustering
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2019
|
Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Erika K. Hussey
Eric L. Miller
|
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Editorial to The Special Issue on Tensor Image Processing
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2019
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Yipeng Liu
Yuning Yang
Qibin Zhao
Shuchin Aeron
|
+
PDF
Chat
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Principal component analysis with tensor train subspace
|
2019
|
Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
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On the modes of convergence of Stochastic Optimistic Mirror Descent (OMD) for saddle point problems
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2019
|
Yanting Ma
Shuchin Aeron
Hassan Mansour
|
+
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Optimal Transport Based Change Point Detection and Time Series Segment Clustering
|
2019
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Kevin C. Cheng
Shuchin Aeron
Michael C. Hughes
Erika K. Hussey
Eric L. Miller
|
+
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On non-parametric density estimation on linear and non-linear manifolds using generalized Radon transforms
|
2019
|
James T. Webber
Erika K. Hussey
Eric L. Miller
Shuchin Aeron
|
+
PDF
Chat
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A randomized tensor singular value decomposition based on the tâproduct
|
2018
|
Jiani Zhang
Arvind K. Saibaba
Misha E. Kilmer
Shuchin Aeron
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+
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Tensor Train Neighborhood Preserving Embedding
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2018
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Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
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LEARNING SEMANTIC WORD RESPRESENTATIONS VIA TENSOR FACTORIZATION
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2018
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Eric Bailey
Charles F. Meyer
Shuchin Aeron
|
+
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Principal Component Analysis with Tensor Train Subspace
|
2018
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Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
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Multi-View Graph Embedding Using Randomized Shortest Paths
|
2018
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Anuththari Gamage
Brian Rappaport
Shuchin Aeron
Xiaozhe Hu
|
+
PDF
Chat
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Unsupervised clustering under the Union of Polyhedral Cones (UOPC) model
|
2017
|
Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
PDF
Chat
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Efficient Low Rank Tensor Ring Completion
|
2017
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Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
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Word Embeddings via Tensor Factorization.
|
2017
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Eric Bailey
Shuchin Aeron
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+
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Sample, computation vs storage tradeoffs for classification using tensor subspace models
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2017
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Mohammadhossein Chaghazardi
Shuchin Aeron
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+
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Efficient Low Rank Tensor Ring Completion
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2017
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Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
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Faster Clustering via Non-Backtracking Random Walks
|
2017
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Brian Rappaport
Anuththari Gamage
Shuchin Aeron
|
+
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Word Embeddings via Tensor Factorization
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2017
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Eric Bailey
Shuchin Aeron
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+
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Exact Tensor Completion Using t-SVD
|
2016
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Zemin Zhang
Shuchin Aeron
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Inferring Smartphone Service Quality using Tensor Methods
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2016
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Vaneet Aggarwal
Ajay Mahimkar
Hongyao Ma
Zemin Zhang
Shuchin Aeron
Walter Willinger
|
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Inferring smartphone service quality using tensor methods
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2016
|
Vaneet Aggarwal
Ajay Mahimkar
Hongyao Ma
Zemin Zhang
Shuchin Aeron
Walter Willinger
|
+
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Algorithms for item categorization based on ordinal ranking data
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2016
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Josh Girson
Shuchin Aeron
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+
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On unsupervised clustering under the union of tensor subspaces
|
2016
|
Mohammadhossein Chaghazardi
Shuchin Aeron
|
+
PDF
Chat
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Algorithms for item categorization based on ordinal ranking data
|
2016
|
Josh Girson
Shuchin Aeron
|
+
PDF
Chat
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A note on information-theoretic bounds on matrix completion under union of subspaces model
|
2016
|
Vaneet Aggarwal
Shuchin Aeron
|
+
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Sampling and recovery of MRI data using low rank tensor models
|
2016
|
Daniel Banco
Shuchin Aeron
W. Scott Hoge
|
+
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Denoising and completion of 3D data via multidimensional dictionary learning
|
2016
|
Zemin Zhang
Shuchin Aeron
|
+
PDF
Chat
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On deterministic conditions for subspace clustering under missing data
|
2016
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Wenqi Wang
Shuchin Aeron
Vaneet Aggarwal
|
+
PDF
Chat
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Multilinear subspace clustering
|
2016
|
Eric Kernfeld
Nathan Majumder
Shuchin Aeron
Misha E. Kilmer
|
+
PDF
Chat
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Low-tubal-rank tensor completion using alternating minimization
|
2016
|
Xiao-Yang Liu
Shuchin Aeron
Vaneet Aggarwal
Xiaodong Wang
|
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An online tensor robust PCA algorithm for sequential 2D data
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2016
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Zemin Zhang
Dehong Liu
Shuchin Aeron
Anthony Vetro
|
+
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Tensor Completion by Alternating Minimization under the Tensor Train (TT) Model
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2016
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Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
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A Randomized Tensor Singular Value Decomposition based on the t-product
|
2016
|
Jiani Zhang
Arvind K. Saibaba
Misha E. Kilmer
Shuchin Aeron
|
+
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Unsupervised clustering under the Union of Polyhedral Cones (UOPC) model
|
2016
|
Wenqi Wang
Vaneet Aggarwal
Shuchin Aeron
|
+
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Algorithms for item categorization based on ordinal ranking data
|
2016
|
Josh Girson
Shuchin Aeron
|
+
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On Deterministic Conditions for Subspace Clustering under Missing Data
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2016
|
Wenqi Wang
Shuchin Aeron
Vaneet Aggarwal
|
+
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Multilinear Subspace Clustering
|
2015
|
Eric Kernfeld
Nathan Majumder
Shuchin Aeron
Misha E. Kilmer
|
+
PDF
Chat
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Adaptive Sampling of RF Fingerprints for Fine-Grained Indoor Localization
|
2015
|
Xiaoyang Liu
Shuchin Aeron
Vaneet Aggarwal
Xiaodong Wang
MinâYou Wu
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+
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Tensor completion via optimization on the product of matrix manifolds
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2015
|
Josh Girson
Shuchin Aeron
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+
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Group-Invariant Subspace Clustering
|
2015
|
Shuchin Aeron
Eric Kernfeld
|
+
PDF
Chat
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Group-invariant Subspace Clustering
|
2015
|
Shuchin Aeron
Eric Kernfeld
|
+
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Tensorâtensor products with invertible linear transforms
|
2015
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Eric Kernfeld
Misha E. Kilmer
Shuchin Aeron
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+
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Fine-grained Indoor Localization with Adaptively Sampled RF Fingerprints.
|
2015
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Xiaoyang Liu
Shuchin Aeron
Vaneet Aggarwal
Xiaodong Wang
MinâYou Wu
|
+
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An algorithm for online tensor prediction
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2015
|
John Pothier
Josh Girson
Shuchin Aeron
|
+
PDF
Chat
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5D seismic data completion and denoising using a novel class of tensor decompositions
|
2015
|
Gregory Ely
Shuchin Aeron
Ning Hao
Misha E. Kilmer
|
+
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Exact tensor completion using t-SVD
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2015
|
Zemin Zhang
Shuchin Aeron
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+
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Denoising and Completion of 3D Data via Multidimensional Dictionary Learning
|
2015
|
Zemin Zhang
Shuchin Aeron
|
+
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An algorithm for online tensor prediction
|
2015
|
John Pothier
Josh Girson
Shuchin Aeron
|
+
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Multilinear Subspace Clustering
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2015
|
Eric Kernfeld
Nathan Majumder
Shuchin Aeron
Misha E. Kilmer
|
+
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Group-Invariant Subspace Clustering
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2015
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Shuchin Aeron
Eric Kernfeld
|
+
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Clustering multi-way data: a novel algebraic approach
|
2014
|
Eric Kernfeld
Shuchin Aeron
Misha E. Kilmer
|
+
PDF
Chat
|
Novel Methods for Multilinear Data Completion and De-noising Based on Tensor-SVD
|
2014
|
Zemin Zhang
Gregory Ely
Shuchin Aeron
Ning Hao
Misha E. Kilmer
|
+
PDF
Chat
|
First Order Methods for Robust non-negative matrix factorization for large scale noisy data
|
2014
|
Jason Gejie Liu
Shuchin Aeron
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+
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First Order Methods for Robust Non-negative Matrix Factorization for Large Scale Noisy Data
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2014
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Jason Gejie Liu
Shuchin Aeron
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+
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Robust Large Scale Non-negative Matrix Factorization using Proximal Point Algorithm
|
2014
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Jason Gejie Liu
Shuchin Aeron
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+
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Novel methods for multilinear data completion and de-noising based on tensor-SVD
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2014
|
Zemin Zhang
Gregory Ely
Shuchin Aeron
Ning Hao
Misha E. Kilmer
|
+
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First Order Methods for Robust Non-negative Matrix Factorization for Large Scale Noisy Data
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2014
|
Jason Gejie Liu
Shuchin Aeron
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+
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Clustering multi-way data: a novel algebraic approach
|
2014
|
Eric Kernfeld
Shuchin Aeron
Misha E. Kilmer
|
+
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Robust Large Scale Non-negative Matrix Factorization using Proximal Point Algorithm
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2014
|
Jason Gejie Liu
Shuchin Aeron
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+
PDF
Chat
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Methods for large scale hydraulic fracture monitoring
|
2013
|
Gregory Ely
Shuchin Aeron
|
+
PDF
Chat
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Robust large-scale non-negative matrix factorization using Proximal Point algorithm
|
2013
|
Jason Gejie Liu
Shuchin Aeron
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+
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Methods for Large Scale Hydraulic Fracture Monitoring
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2013
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Gregory Ely
Shuchin Aeron
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+
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Edit paper Methods for Large Scale Hydraulic Fracture Monitoring
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2013
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Gregory Ely
Shuchin Aeron
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+
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5D and 4D pre-stack seismic data completion using tensor nuclear norm (TNN)
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2013
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Gregory Ely
Shuchin Aeron
Ning Hao
Misha E. Kilmer
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+
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Exploiting Structural Complexity for Robust and Rapid Hyperspectral Imaging
|
2013
|
Gregory Ely
Shuchin Aeron
Eric L. Miller
|
+
PDF
Chat
|
Complexity penalized hydraulic fracture localization and moment tensor estimation under limited model information
|
2013
|
Gregory Ely
Shuchin Aeron
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+
PDF
Chat
|
Exploiting structural complexity for robust and rapid hyperspectral imaging
|
2013
|
Gregory Ely
Shuchin Aeron
Eric L. Miller
|
+
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Consensus in the presence of interference
|
2013
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Shuchin Aeron
Usman A. Khan
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+
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Novel Factorization Strategies for Higher Order Tensors: Implications for Compression and Recovery of Multi-linear Data
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2013
|
Zemin Zhang
Gregory Ely
Shuchin Aeron
Ning Hao
Misha E. Kilmer
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Joint multi-mode dispersion extraction in Fourier and space time domains
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2013
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Sandip Bose
Shuchin Aeron
HenriâPierre Valero
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Complexity penalized hydraulic fracture localization and moment tensor estimation under limited model information
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2013
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Gregory Ely
Shuchin Aeron
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Methods for Large Scale Hydraulic Fracture Monitoring
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2013
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Gregory Ely
Shuchin Aeron
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Exploiting Structural Complexity for Robust and Rapid Hyperspectral Imaging
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2013
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Gregory Ely
Shuchin Aeron
Eric L. Miller
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Robust Hydraulic Fracture Monitoring (HFM) of multiple time overlapping events using a generalized discrete radon transform
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2012
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Gregory Ely
Shuchin Aeron
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Information Theoretic Bounds for Compressed Sensing
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2010
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Shuchin Aeron
Venkatesh Saligrama
Manqi Zhao
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Fundamental Limits on Sensing Capacity for Sensor Networks and Compressed Sensing
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2008
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Shuchin Aeron
Manqi Zhao
Venkatesh Saligrama
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Information theoretic bounds to performance of Compressed Sensing and Sensor Networks
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2008
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Shuchin Aeron
Manqi Zhao
Venkatesh Saligrama
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Wireless Ad Hoc Networks: Strategies and Scaling Laws for the Fixed SNR Regime
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2007
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Shuchin Aeron
Venkatesh Saligrama
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On sensing capacity of sensor networks for the class of linear observation, fixed SNR models
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2007
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Shuchin Aeron
Manqi Zhao
Venkatesh Saligrama
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