Entropy-based active sparse subspace clustering
Sign Up to like & getrecommendations! Published in 2018 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-018-5945-1
Abstract: Sparse Subspace Clustering (SSC) is widely used in data mining and machine learning. Some studies have been developed to add pairwise constraints as side information to improve the clustering results. However, most of these algorithms… read more here.
Keywords: pairwise constraints; entropy based; sparse subspace; subspace clustering ... See more keywords
Overlapping community finding with noisy pairwise constraints
Sign Up to like & getrecommendations! Published in 2020 at "Applied Network Science"
DOI: 10.1007/s41109-020-00340-9
Abstract: In many real applications of semi-supervised learning, the guidance provided by a human oracle might be “noisy” or inaccurate. Human annotators will often be imperfect, in the sense that they can make subjective decisions, they… read more here.
Keywords: overlapping community; noisy pairwise; community; pairwise constraints ... See more keywords