most citedParametric Local Metric Learning for Nearest Neighbor Classification

67 citations · 75 across the 5 of their papers we have counts for

collaborators

5 papers

cs.DB20122 cited

Relationship-aware sequential pattern mining

Nabil Stendardo, Alexandros Kalousis

Relationship-aware sequential pattern mining is the problem of mining frequent patterns in sequences in which the events of a sequence are mutually related by one or more concepts…

cs.LG2012

Learning Heterogeneous Similarity Measures for Hybrid-Recommendations in Meta-Mining

Phong Nguyen, Jun Wang, Melanie Hilario +1

The notion of meta-mining has appeared recently and extends the traditional meta-learning in two ways. First it does not learn meta-models that provide support only for the learnin…

cs.LG201267 cited

Parametric Local Metric Learning for Nearest Neighbor Classification

Jun Wang, Adam Woznica, Alexandros Kalousis

We study the problem of learning local metrics for nearest neighbor classification. Most previous works on local metric learning learn a number of local unrelated metrics. While th…

cs.LG2012

Structuring Relevant Feature Sets with Multiple Model Learning

Jun Wang, Alexandros Kalousis

Feature selection is one of the most prominent learning tasks, especially in high-dimensional datasets in which the goal is to understand the mechanisms that underly the learning d…

cs.LG20126 cited

Learning Neighborhoods for Metric Learning

Jun Wang, Adam Woznica, Alexandros Kalousis

Metric learning methods have been shown to perform well on different learning tasks. Many of them rely on target neighborhood relationships that are computed in the original featur…