智能系统学报2012,Vol.7Issue(5):377-388,12.DOI:10.3969/j.issn.1673-4785.201204028
增量与演化流形学习综述
Incremental and evolutionary manifold learning: a survey
摘要
Abstract
Manifold learning is to find the low-dimensional smooth manifold of observation data embedded in high-dimensional data space. In recent years, exploring the intrinsic low-dimensional manifold structure online or incrementally becomes a hot research topic in manifold learning area. This paper surveys the state of the art of incremental and evolutionary manifold learning, including the mechanisms and features of major existing incremental and evolutionary manifold learning methods, their advantages and disadvantages, and highlights the open research issues and future research directions.关键词
流形学习/增量流形学习/演化流形学习Key words
manifold learning/ incremental manifold learning/ evolutionary manifold learning.分类
信息技术与安全科学引用本文复制引用
谈超,关佶红,周水庚..增量与演化流形学习综述[J].智能系统学报,2012,7(5):377-388,12.基金项目
国家自然科学基金资助项目(61173118). (61173118)