3.7k citations · 8k across the 129 of their papers we have counts for
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Convex Sparse Spectral Clustering: Single-view to Multi-view
Canyi Lu, Shuicheng Yan, Zhouchen Lin
Spectral Clustering (SC) is one of the most widely used methods for data clustering. It first finds a low-dimensonal embedding of data by computing the eigenvectors of the norm…
Image Tag Completion and Refinement by Subspace Clustering and Matrix Completion
Yuqing Hou, Zhouchen Lin
Tag-based image retrieval (TBIR) has drawn much attention in recent years due to the explosive amount of digital images and crowdsourcing tags. However, the TBIR applications still…
Correntropy Induced L2 Graph for Robust Subspace Clustering
Canyi Lu, Jinhui Tang, Min Lin +3
In this paper, we study the robust subspace clustering problem, which aims to cluster the given possibly noisy data points into their underlying subspaces. A large pool of previous…
Correlation Adaptive Subspace Segmentation by Trace Lasso
Canyi Lu, Jiashi Feng, Zhouchen Lin +1
This paper studies the subspace segmentation problem. Given a set of data points drawn from a union of subspaces, the goal is to partition them into their underlying subspaces they…