Template-Type: ReDIF-Paper 1.0
Author-Name: Nalbantov, G.I.
Author-Name-Last: Nalbantov
Author-Name-First: Georgi
Author-Name: Bioch, J.C.
Author-Name-Last: Bioch
Author-Name-First: Cor
Author-Name: Groenen, P.J.F.
Author-Name-Last: Groenen
Author-Name-First: Patrick
Author-Person: pgr229
Title: Instance-Based penalization techniques for classification
Abstract: Several instance-based large-margin classi¯ers have recently been put forward in the literature: Support Hyperplanes, Nearest Convex Hull classifier, and Soft Nearest Neighbor. We examine those techniques from a common fit-versus-complexity framework and study the links be- tween them. Finally, we compare the performance of these techniques vis-a-vis each other and other standard classification methods.
Creation-Date: 2007-01-06
File-URL: https://repub.eur.nl/pub/8218/instance-based-classification02.pdf
File-Format: application/pdf
Series: RePEc:ems:eureir
Number: EI 2007-01
Handle: RePEc:ems:eureir:8218