Outlier detection and robust variable selection for least angle regression

The problem of selecting a parsimonious subset of variables from a large number of predictors in a regression model is a topic of high importance. When the data contains vertical outliers and/or leverage points, outlier detection and variable selection are inseparable problems. Therefore a robust me...

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Bibliographic Details
Main Author: Shahriari, Shirin (author)
Other Authors: Faria, Susana (author), Gonçalves, A. Manuela (author), Van Aelst, Stefan (author)
Format: conferencePaper
Language:eng
Published: 2014
Subjects:
Online Access:http://hdl.handle.net/1822/32500
Country:Portugal
Oai:oai:repositorium.sdum.uminho.pt:1822/32500