One-Pass Incremental Membership Authentication by Face Classification [chapter]

Shaoning Pang, Seiichi Ozawa, Nikola Kasabov
2004 Lecture Notes in Computer Science  
Real membership authentication applications require machines to learn from stream data while making a decision as accurately as possible whenever the authentication is needed. To achieve that, we proposed a novel algorithm which authenticated membership by a one-pass incremental principle component analysis(IPCA) learning. It is demonstrated that the proposed algorithm involves an useful incremental feature construction in membership authentication, and the incremental learning system works
more » ... mally due to its performance is converging to the performance of a batch learning system.
doi:10.1007/978-3-540-25948-0_22 fatcat:4fk233sxwfbdrnc2mbfp4olc4e