Multi-Label Classification: An Overview

作者：Grigorios Tsoumakas, I. Katakis · 发表于：International Journal of Data Warehousing and Mining · 年份：2007 · DOI：10.4018/jdwm.2007070101 · 被引用次数：3022 · 研究领域：Computer Science

Multi-label classification methods are increasingly required by modern applications, such as protein function classification, music categorization, and semantic scene classification. This article introduces the task of multi-label classification, organizes the sparse related literature into a structured presentation and performs comparative experimental results of certain multilabel classification methods. It also contributes the definition of concepts for the quantification of the multi-label nature of a data set.