Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Joint Featurewise Weighting and Lobal Structure Learning for Multi-view
  Subspace Clustering   Multi-view clustering integrates multiple feature sets, which reveal distinct
aspects of the data and provide complementary information to each other, to
improve the clustering performance. It remains challenging to effectively
exploit complementary information across multiple views since the original data
often contain noise and are highly redundant. Moreover, most existing
multi-view clustering methods only aim to explore the consistency of all views
while ignoring the local structure of each view. However, it is necessary to
take the local structure of each view into consideration, because different
views would present different geometric structures while admitting the same
cluster structure. To address the above issues, we propose a novel multi-view
subspace clustering method via simultaneously assigning weights for different
features and capturing local information of data in view-specific
self-representation feature spaces. Especially, a common cluster structure
regularization is adopted to guarantee consistency among different views. An
efficient algorithm based on an augmented Lagrangian multiplier is also
developed to solve the associated optimization problem. Experiments conducted
on several benchmark datasets demonstrate that the proposed method achieves
state-of-the-art performance. We provide the Matlab code on
https://github.com/Ekin102003/JFLMSC.

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The categories of this paper are: q-alg
26
The categories of this paper are: bayes-an
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The categories of this paper are: math-ph
35
The categories of this paper are: mtrl-th
2
The categories of this paper are: math
15
The categories of this paper are: nucl-ex
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The categories of this paper are: eess
33
The categories of this paper are: plasm-ph
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The categories of this paper are: alg-geom
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The categories of this paper are: adap-org
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The categories of this paper are: atom-ph
8
The categories of this paper are: hep-ex
18
The categories of this paper are: econ
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The categories of this paper are: funct-an
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The categories of this paper are: astro-ph
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The categories of this paper are: hep-th