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A log barrier algorithm for linear separability which does not rely on central path framework

Authors :
Chan-Hon-Tong, Adrien
DTIS, ONERA, Université Paris Saclay [Palaiseau]
ONERA-Université Paris-Saclay
Publication Year :
2020
Publisher :
HAL CCSD, 2020.

Abstract

State-of-the-art log barrier algorithms for linear programming rely on central-path framework.Recently, some hard instances for any algorithms relying on this framework has been found, making relevant to look for not-central-path alternatives.This paper introduces a simple log barrier algorithm with similar times complexity than previous ones, but, with a different underlying mechanism.Currently, this algorithm could be seen as a log barrier extension of the Perceptron, and, has some interesting features for machine learning context.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.dedup.wf.001..94601114a99130ee45f9f18938d6d3af