SVOIS: Support Vector Oriented Instance Selection for text classification

作者：

Highlights：

• A novel Support Vector Oriented Instance Selection (SVOIS) approach is introduced.

• SVOIS is particularly proposed for high dimensional text classification.

• SVOIS has shown its outperformance over state-of-the-art algorithms.

• In addition, state-of-the-art algorithms are not good at high dimensional data reduction.

摘要

•A novel Support Vector Oriented Instance Selection (SVOIS) approach is introduced.•SVOIS is particularly proposed for high dimensional text classification.•SVOIS has shown its outperformance over state-of-the-art algorithms.•In addition, state-of-the-art algorithms are not good at high dimensional data reduction.

论文关键词：Instance selection,Data reduction,Text classification,Machine learning,Support vector machines

论文评审过程：Received 18 June 2012, Accepted 10 May 2013, Available online 22 May 2013.

论文官网地址：https://doi.org/10.1016/j.is.2013.05.001