Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Multi-view Information-theoretic Co-clustering for Co-occurrence Data   Multi-view clustering has received much attention recently. Most of the
existing multi-view clustering methods only focus on one-sided clustering. As
the co-occurring data elements involve the counts of sample-feature
co-occurrences, it is more efficient to conduct two-sided clustering along the
samples and features simultaneously. To take advantage of two-sided clustering
for the co-occurrences in the scene of multi-view clustering, a two-sided
multi-view clustering method is proposed, i.e., multi-view
information-theoretic co-clustering (MV-ITCC). The proposed method realizes
two-sided clustering for co-occurring multi-view data under the formulation of
information theory. More specifically, it exploits the agreement and
disagreement among views by sharing a common clustering results along the
sample dimension and keeping the clustering results of each view specific along
the feature dimension. In addition, the mechanism of maximum entropy is also
adopted to control the importance of different views, which can give a right
balance in leveraging the agreement and disagreement. Extensive experiments are
conducted on text and image multi-view datasets. The results clearly
demonstrate the superiority of the proposed method.

30
The categories of this paper are: q-alg
31
The categories of this paper are: ao-sci
36
The categories of this paper are: cmp-lg
17
The categories of this paper are: q-fin
37
The categories of this paper are: supr-con
12
The categories of this paper are: nucl-th
5
The categories of this paper are: gr-qc
0
The categories of this paper are: hep-ph
23
The categories of this paper are: solv-int
24
The categories of this paper are: dg-ga
19
The categories of this paper are: eess
14
The categories of this paper are: math-ph
8
The categories of this paper are: hep-ex
6
The categories of this paper are: astro-ph
11
The categories of this paper are: hep-lat
34
The categories of this paper are: chem-ph