吉林大学学报(理学版)

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求解最小体积闭包椭球问题的积极集算法

丛伟杰   

  1. 西安邮电大学 理学院, 西安 710121
  • 收稿日期:2014-07-30 出版日期:2015-03-26 发布日期:2015-03-24
  • 通讯作者: 丛伟杰 E-mail:wjcong@xupt.edu.cn

Active-Set Algorithm for Solving the Minimum Volume Enclosing Ellipsoid Problem

CONG Weijie   

  1. School of Science, Xi’an University of Posts and Telecommunications, Xi’an 710121, China
  • Received:2014-07-30 Online:2015-03-26 Published:2015-03-24
  • Contact: CONG Weijie E-mail:wjcong@xupt.edu.cn

摘要:

先建立求解最小体积闭包椭球(MVEE)问题秩2更新算法的线性收敛性, 然后给出一种简单的积极集策略, 每次迭代计算距离当前椭球最远的N个点. 结合该策略到秩-2更新算法中, 得到一个求解MVEE问题的积极集算法. 数值结果表明, 积极集算法能有效求解高精度的大规模数据计算问题.

关键词: 最小体积闭包椭球, 线性收敛性, 积极集策略, 大规模数据

Abstract:

Firstly, the linear convergence of the rank2 algorithm for the minimum volume enclosing ellipsoid (MVEE) problem was established. Secondly, a simple activeset strategy was presented to compute the N furthest points from the current ellipsoid at each iteration. By incorporating this strategy into the rank-2 algorithm, an activeset algorithm for the MVEE problem was obtained. The numerical results show the proposed activeset algorithm can effectively solve largescale date problem with a high degree of accuracy.

Key words: minimum volume enclosing ellipsoid, linear convergence, activeset strategy, largescale data

中图分类号: 

  • O221.2