An Easy-to-Implement Framework of Fast Subspace Clustering For Big Data Sets
暂无分享,去创建一个
[1] Yuantao Gu,et al. SUBSPACE PRINCIPAL ANGLE PRESERVING PROPERTY OF GAUSSIAN RANDOM PROJECTION , 2018, 2018 IEEE Data Science Workshop (DSW).
[2] Yong Yu,et al. Robust Recovery of Subspace Structures by Low-Rank Representation , 2010, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[3] Waheed U. Bajwa,et al. Detection Theory for Union of Subspaces , 2017, IEEE Transactions on Signal Processing.
[4] Jun Li,et al. Large-scale Subspace Clustering by Fast Regression Coding , 2017, IJCAI.
[5] Xinlei Chen,et al. Large Scale Spectral Clustering with Landmark-Based Representation , 2011, AAAI.
[6] Emmanuel J. Candès,et al. A Geometric Analysis of Subspace Clustering with Outliers , 2011, ArXiv.
[7] Yuantao Gu,et al. Unraveling the Veil of Subspace RIP Through Near-Isometry on Subspaces , 2020, IEEE Transactions on Signal Processing.
[8] René Vidal,et al. Sparse Subspace Clustering: Algorithm, Theory, and Applications , 2012, IEEE transactions on pattern analysis and machine intelligence.
[9] Michael Tschannen,et al. Noisy Subspace Clustering via Matching Pursuits , 2018, IEEE Transactions on Information Theory.
[10] Shuai Yang,et al. Restricted Connection Orthogonal Matching Pursuit for Sparse Subspace Clustering , 2019, IEEE Signal Processing Letters.
[11] H. Zou,et al. Regularization and variable selection via the elastic net , 2005 .
[12] David J. Kriegman,et al. Acquiring linear subspaces for face recognition under variable lighting , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[13] Helmut Bölcskei,et al. Dimensionality-reduced subspace clustering , 2015, ArXiv.
[14] Helmut Bölcskei,et al. Robust Subspace Clustering via Thresholding , 2013, IEEE Transactions on Information Theory.
[15] Qinghua Liu,et al. Rigorous Restricted Isometry Property of Low-Dimensional Subspaces , 2018, Applied and Computational Harmonic Analysis.
[16] Zhang Yi,et al. Scalable Sparse Subspace Clustering , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition.
[17] Yuantao Gu,et al. A General Framework for Understanding Compressed Subspace Clustering Algorithms , 2018, IEEE Journal of Selected Topics in Signal Processing.
[18] Yuantao Gu,et al. Compressed Subspace Learning Based on Canonical Angle Preserving Property , 2019, ArXiv.
[19] Daniel P. Robinson,et al. Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering , 2016, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[20] Shuicheng Yan,et al. Robust and Efficient Subspace Segmentation via Least Squares Regression , 2012, ECCV.
[21] Tengyao Wang,et al. A useful variant of the Davis--Kahan theorem for statisticians , 2014, 1405.0680.
[22] Huan Xu,et al. Noisy Sparse Subspace Clustering , 2013, J. Mach. Learn. Res..
[23] Ling Huang,et al. Fast approximate spectral clustering , 2009, KDD.
[24] Daniel P. Robinson,et al. Scalable Exemplar-based Subspace Clustering on Class-Imbalanced Data , 2018, European Conference on Computer Vision.
[25] Yuantao Gu,et al. Restricted Isometry Property of Gaussian Random Projection for Finite Set of Subspaces , 2017, IEEE Transactions on Signal Processing.
[26] Yuantao Gu,et al. Compressed subspace clustering: A case study , 2014, 2014 IEEE Global Conference on Signal and Information Processing (GlobalSIP).
[27] Daniel P. Robinson,et al. Scalable Sparse Subspace Clustering by Orthogonal Matching Pursuit , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[28] Calton Pu,et al. Introducing the Webb Spam Corpus: Using Email Spam to Identify Web Spam Automatically , 2006, CEAS.
[29] Shou-De Lin,et al. Feature Engineering and Classifier Ensemble for KDD Cup 2010 , 2010, KDD 2010.
[30] Zhang Yi,et al. A Unified Framework for Representation-Based Subspace Clustering of Out-of-Sample and Large-Scale Data , 2013, IEEE Transactions on Neural Networks and Learning Systems.
[31] Yuantao Gu,et al. Active Orthogonal Matching Pursuit for Sparse Subspace Clustering , 2018, IEEE Signal Processing Letters.
[32] Georgios B. Giannakis,et al. Sketched Subspace Clustering , 2017, IEEE Transactions on Signal Processing.