A geometric analysis of subspace clustering with outliers

19 December 2011

Emmanuel J. Candés

Papers citing "A geometric analysis of subspace clustering with outliers"

50 / 153 papers shown

Title
Differential Privacy with Higher Utility by Exploiting Coordinate-wise Disparity: Laplace Mechanism Can Beat Gaussian in High Dimensions Gokularam Muthukrishnan Sheetal Kalyani 89 0 0 28 Jan 2025
Subspace Clustering in Wavelet Packets Domain Ivica Kopriva D. Seršić 47 0 0 06 Jun 2024
Beyond the Known: Adversarial Autoencoders in Novelty Detection Muhammad Asad Ihsan Ullah Ganesh Sistu Michael G. Madden AAML UQCV 32 0 0 06 Apr 2024
Sketching for Convex and Nonconvex Regularized Least Squares with Sharp Guarantees Yingzhen Yang Ping Li 23 0 0 03 Nov 2023
Adversarial Examples Might be Avoidable: The Role of Data Concentration in Adversarial Robustness Ambar Pal Huaijin Hao Rene Vidal 33 8 0 28 Sep 2023
Cascade Subspace Clustering for Outlier Detection Qi Yang Hao Zhu 18 0 0 23 Jun 2023
A Robust Likelihood Model for Novelty Detection Ranya Almohsen Shivang Patel Don Adjeroh Gianfranco Doretto AAML OOD 16 0 0 06 Jun 2023
Multi-dimensional concept discovery (MCD): A unifying framework with completeness guarantees Johanna Vielhaben Stefan Blücher Nils Strodthoff 31 37 0 27 Jan 2023
Unsupervised Manifold Linearizing and Clustering Tianjiao Ding Shengbang Tong Kwan Ho Ryan Chan Xili Dai Yi Ma B. Haeffele 35 11 0 04 Jan 2023
Variable Clustering via Distributionally Robust Nodewise Regression Kaizheng Wang Xiao Xu X. Zhou OOD 33 2 0 15 Dec 2022
Local and Global Structure Preservation Based Spectral Clustering Kajal Eybpoosh M. Rezghi A. Heydari 42 0 0 23 Oct 2022
Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization Daniel LeJeune Jiayu Liu Reinhard Heckel 28 0 0 20 Oct 2022
Revisiting data augmentation for subspace clustering Maryam Abdolali Nicolas Gillis 19 1 0 20 Jul 2022
$Noisy $\ell^{0}$-Sparse Subspace Clustering on Dimensionality Reduced Data$ Noisy $\ell^{0}$ -Sparse Subspace Clustering on Dimensionality Reduced Data Yingzhen Yang Ping Li 15 2 0 22 Jun 2022
Sparse Subspace Clustering in Diverse Multiplex Network Model M. Noroozi Marianna Pensky 37 8 0 15 Jun 2022
Convergence and Recovery Guarantees of the K-Subspaces Method for Subspace Clustering Peng Wang Huikang Liu Anthony Man-Cho So Laura Balzano 36 9 0 11 Jun 2022
Greedier is Better: Selecting Multiple Neighbors per Iteration for Sparse Subspace Clustering Jwo-Yuh Wu L. Huang Wen-Hsuan Li Chunxi Liu Rung-Hung Gau 42 0 0 06 Apr 2022
Sparse Subspace Clustering for Concept Discovery (SSCCD) Johanna Vielhaben Stefan Blücher Nils Strodthoff 27 6 0 11 Mar 2022
Provable Clustering of a Union of Linear Manifolds Using Optimal Directions M. Rahmani 16 1 0 08 Jan 2022
Learning a Self-Expressive Network for Subspace Clustering Shangzhi Zhang Chong You René Vidal Chun-Guang Li 38 44 0 08 Oct 2021
Discriminative Similarity for Data Clustering Yingzhen Yang Ping Li 24 1 0 17 Sep 2021
Popularity Adjusted Block Models are Generalized Random Dot Product Graphs John Koo M. Tang M. Trosset 34 7 0 09 Sep 2021
Provable Data Clustering via Innovation Search Weiwei Li M. Rahmani Ping Li 12 2 0 16 Aug 2021
Closed-Form, Provable, and Robust PCA via Leverage Statistics and Innovation Search M. Rahmani Ping Li 24 4 0 23 Jun 2021
Unlabeled Principal Component Analysis and Matrix Completion Yu Yao Liangzu Peng M. Tsakiris 33 13 0 23 Jan 2021
Making transport more robust and interpretable by moving data through a small number of anchor points Chi-Heng Lin Mehdi Azabou Eva L. Dyer OT OOD 47 22 0 21 Dec 2020
Doubly Stochastic Subspace Clustering Derek Lim René Vidal B. Haeffele 15 17 0 30 Nov 2020
Persistent Reductions in Regularized Loss Minimization for Variable Selection Amin Jalali 34 0 0 30 Nov 2020
Anomaly Detection based on Zero-Shot Outlier Synthesis and Hierarchical Feature Distillation Adín Ramirez Rivera A. Khan I. E. I. Bekkouch T. S. Sheikh 29 38 0 10 Oct 2020
A Critique of Self-Expressive Deep Subspace Clustering B. Haeffele Chong You René Vidal 25 28 0 08 Oct 2020
Robust Group Subspace Recovery: A New Approach for Multi-Modality Data Fusion Sally Ghanem Ashkan Panahi Hamid Krim R. Kerekes 8 6 0 18 Jun 2020
Self-Representation Based Unsupervised Exemplar Selection in a Union of Subspaces Chong You Chi Li Daniel P. Robinson René Vidal 16 15 0 07 Jun 2020
Is an Affine Constraint Needed for Affine Subspace Clustering? Chong You Chun-Guang Li Daniel P. Robinson René Vidal 39 24 0 08 May 2020
Stochastic Sparse Subspace Clustering Ying Chen Chun-Guang Li Chong You 50 68 0 04 May 2020
Unsupervised Anomaly Detection with Adversarial Mirrored AutoEncoders Gowthami Somepalli Y. Wu Yogesh Balaji B. Vinzamuri S. Feizi 21 3 0 24 Mar 2020
Bringing in the outliers: A sparse subspace clustering approach to learn a dictionary of mouse ultrasonic vocalizations Jiaxi Wang Karel Mundnich A. Knoll P. Levitt Shrikanth Narayanan 29 6 0 12 Mar 2020
ARAE: Adversarially Robust Training of Autoencoders Improves Novelty Detection Mohammadreza Salehi Atrin Arya Barbod Pajoum Mohammad Otoofi Amirreza Shaeiri M. Rohban Hamid R. Rabiee AAML 31 62 0 12 Mar 2020
All-In-One Robust Estimator of the Gaussian Mean A. Dalalyan A. Minasyan 35 25 0 04 Feb 2020
Provable Noisy Sparse Subspace Clustering using Greedy Neighbor Selection: A Coherence-Based Perspective Jwo-Yuh Wu Wen-Hsuan Li L. Huang Yen-Ping Lin Chun-Hung Liu Rung-Hung Gau 31 0 0 02 Feb 2020
Blocked Clusterwise Regression Max Cytrynbaum 8 2 0 29 Jan 2020
Multi-Level Representation Learning for Deep Subspace Clustering Mohsen Kheirandishfard Fariba Zohrizadeh F. Kamangar SSL 8 36 0 19 Jan 2020
Basis Pursuit and Orthogonal Matching Pursuit for Subspace-preserving Recovery: Theoretical Analysis Daniel P. Robinson René Vidal Chong You 33 9 0 30 Dec 2019
Outlier Detection and Data Clustering via Innovation Search M. Rahmani P. Li 34 3 0 30 Dec 2019
A Robust Spectral Clustering Algorithm for Sub-Gaussian Mixture Models with Outliers Prateek Srivastava Purnamrita Sarkar G. A. Hanasusanto 25 18 0 16 Dec 2019
Subspace clustering without knowing the number of clusters: A parameter free approach V. Menon Gokularam M Sheetal Kalyani 22 14 0 10 Sep 2019
Large-Scale Sparse Subspace Clustering Using Landmarks Farhad Pourkamali-Anaraki 36 4 0 02 Aug 2019
Theory of Spectral Method for Union of Subspaces-Based Random Geometry Graph Gen Li Yuantao Gu 36 3 0 25 Jul 2019
Compressed Subspace Learning Based on Canonical Angle Preserving Property Yuchen Jiao Gen Li Yuantao Gu 25 2 0 14 Jul 2019
Minimal Sample Subspace Learning: Theory and Algorithms Zhenyue Zhang Yuqing Xia 17 2 0 13 Jul 2019
Unraveling the Veil of Subspace RIP Through Near-Isometry on Subspaces Xingyu Xu Gen Li Yuantao Gu 21 7 0 23 May 2019