Multi-Label Classification: An Overview

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

• Type: Journal
• Year: 2007
• Where: JDWM
• Authors: Grigorios Tsoumakas, Ioannis Katakis
• Keywords: JDWM 2007, Multi-label Classification Methods, Protein Function Classification, Semantic Scene Classification