Relative principle component and relative principle component analysis algorithm

Autor: Jing Hu, Tian-Zhen Wang, Chenglin Wen
Rok vydání: 2007
Předmět:
Zdroj: Journal of Electronics (China). 24:108-111
ISSN: 1993-0615
0217-9822
DOI: 10.1007/s11767-006-0097-2
Popis: In this letter, the new concept of Relative Principle Component (RPC) and method of RPC Analysis (RPCA) are put forward. Meanwhile, the concepts such as Relative Transform (RT), Rotundity Scatter (RS) and so on are introduced. This new method can overcome some disadvantages of the classical Principle Component Analysis (PCA) when data are rotundity scatter. The RPC selected by RPCA are more representative, and their significance of geometry is more notable, so that the application of the new algorithm will be very extensive. The performance and effectiveness are simply demonstrated by the geometrical interpretation proposed.
Databáze: OpenAIRE