An Incremental Linear Discriminant Analysis for Data Streams Under Non-stationary Environments

• Main Authors: Annie, Joseph, Young Min, Jang, Seiichi, Ozawa, Minho, Lee
• Format: Article
• Language: English
• Published: THE INSTITUTE OF SYSTEMS, CONTROL AND INFORMATION ENGINEERS (ISCIE) 2014
• Subjects: TK Electrical engineering. Electronics Nuclear engineering
• Online Access: http://ir.unimas.my/id/eprint/39706/1/27_133.pdf; http://ir.unimas.my/id/eprint/39706/; https://www.jstage.jst.go.jp/browse/iscie
• Institution: Universiti Malaysia Sarawak

In real life, data are not always generated under stationary environments. However, traditional learning systems have normally assumed that the property of data streams is stationary over time, and this sometimes leads to the degradation in the system performance when there are some hidden contexts...