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cs.LG2017★ 2 cited
Multiple Instance Learning with the Optimal Sub-Pattern Assignment Metric
Quang N. Tran, Ba-Ngu Vo, Dinh Phung +2
Multiple instance data are sets or multi-sets of unordered elements. Using metrics or distances for sets, we propose an approach to several multiple instance learning tasks, such a…
cs.LG2017
Clustering For Point Pattern Data
Quang N. Tran, Ba-Ngu Vo, Dinh Phung +1
Clustering is one of the most common unsupervised learning tasks in machine learning and data mining. Clustering algorithms have been used in a plethora of applications across seve…
cs.LG2017
Model-based Classification and Novelty Detection For Point Pattern Data
Ba-Ngu Vo, Quang N. Tran, Dinh Phung +1
Point patterns are sets or multi-sets of unordered elements that can be found in numerous data sources. However, in data analysis tasks such as classification and novelty detection…