A Comprehensive Survey on Multi-View Clustering

Deakin University · Qilu University of Technology · +4 more institutions

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Abstract

The development of information gathering and extraction technology has led to the popularity of multi-view data, which enables samples to be seen from numerous perspectives. Multi-view clustering (MVC), which groups data samples by leveraging complementary and consensual information from several views, is gaining popularity. Despite the rapid evolution of MVC approaches, there has yet to be a study that provides a full MVC roadmap for both stimulating technical improvements and orienting research newbies to MVC. In this article, we review recent MVC techniques with the purpose of exhibiting the concepts of popular methodologies and their advancements. This survey not only serves as a unique MVC comprehensive…

Citation impact

284
total citations
FWCI
46.98
Percentile
100%
References
129
Citations per year

Authors

6

Topics & keywords

Keywords
  • Computer science
  • Cluster analysis
  • Popularity
  • Data science
  • Artificial intelligence
  • Machine learning
  • Heuristic
  • Feature learning
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