Fast algorithms for the minimum volume estimator

Fast algorithms for the minimum volume estimator

0.00 Avg rating0 Votes
Article ID: iaor201526123
Volume: 62
Issue: 2
Start Page Number: 351
End Page Number: 370
Publication Date: Jun 2015
Journal: Journal of Global Optimization
Authors:
Keywords: heuristics
Abstract:

The minimum volume ellipsoid (MVE) estimator is an important tool in robust regression and outlier detection in statistics. We develop fast and efficient algorithms for the MVE estimator problem and discuss how they can be implemented efficiently. The novelty of our approach stems from the recent developments in the first‐order algorithms for solving the related minimum volume enclosing ellipsoid problem. Comparative computational results are provided which demonstrate the strength of the algorithms.

Reviews

Required fields are marked *. Your email address will not be published.