Big Data: the curse of dimensionality in modeling

摘要：

　　The problem of variable selection in system identification of a high dimensional nonlinear non-parametric system is described.The inherent difficulty,the curse of dimensionality,is introduced.Its connections to various topics and research areas are briefly discussed including order determination,pattern recognition,data mining,machine learning,statistical regression and manifold embedding.Finally,two methods,top down and bottom up approaches are described in some details.

作者: Er-wei Bai

作者单位: Dept. of Electrical and Computer Engineering University of Iowa,Iowa City,Iowa 52242;School of Electronics,Electrical Engineering and Computer Science Queens University,Belfast,UK

会议类型: 国际会议

会议名称: The 33th Chinese Control Conference第33届中国控制会议

会议地点: 南京

会议语种:英文

页码: 6-13

在线出版日期: 2014-07-28（万方平台首次上网日期，不代表论文的发表时间）