Extension of Incremental Linear Discriminant Analysis to Online Feature Extraction under Nonstationary Environments

• Main Authors: Annie, Joseph, Young Min, Jang, Seiichi, Ozawa, Minho, Lee
• Other Authors: Tingwen, Huang
• Format: Book Chapter
• Language: English
• Published: Springer 2012
• Subjects: TK Electrical engineering. Electronics Nuclear engineering; TN Mining engineering. Metallurgy
• Online Access: http://ir.unimas.my/id/eprint/39677/3/Neural%20Information%20Processing%20-%20Copy.pdf; http://ir.unimas.my/id/eprint/39677/
• Institution: Universiti Malaysia Sarawak

In this paper, a new approach to an online feature extrac�tion under nonstationary environments is proposed by extending Incre�mental Linear Discriminant Analysis (ILDA). The extended ILDA not only detect so-called “concept drifts” but also transfer the knowledge on discriminant feature spaces of th...