A large body of research in supervised learning deals with the analysis of single-label data, where training examples are associated with a single label λ from a set of disjoint labels L …
Multi-label learning originated from the investigation of text categorization problem, where each document may belong to several predefined topics simultaneously. In multi-label …
ML Zhang, ZH Zhou - IEEE transactions on Knowledge and …, 2006 - ieeexplore.ieee.org
In multilabel learning, each instance in the training set is associated with a set of labels and the task is to output a label set whose size is unknown a priori for each unseen instance. In …
In multi-label learning, the training set is made up of instances each associated with a set of labels, and the task is to predict the label sets of unseen instances. In this paper, this …
N Ghamrawi, A McCallum - Proceedings of the 14th ACM international …, 2005 - dl.acm.org
Common approaches to multi-label classification learn independent classifiers for each category, and employ ranking or thresholding schemes for classification. Because they do …
A wide variety of software metrics have been proposed and a broad range of tools is available to measure them. However, the effective use of software metrics is hindered by the …
ML Zhang - Neural Processing Letters, 2009 - Springer
Multi-label learning deals with the problem where each instance is associated with multiple labels simultaneously. The task of this learning paradigm is to predict the label set for each …
S Zhu, X Ji, W Xu, Y Gong - Proceedings of the 28th annual international …, 2005 - dl.acm.org
Many classification problems require classifiers to assign each single document into more than one category, which is called multi-labelled classification. The categories in such …
X Kong, MK Ng, ZH Zhou - IEEE Transactions on Knowledge …, 2011 - ieeexplore.ieee.org
The problem of multilabel classification has attracted great interest in the last decade, where each instance can be assigned with a set of multiple class labels simultaneously. It has a …