Conic Separation of Finite Sets. II: The Non-Homogeneous Case
Journal of convex analysis, Tome 21 (2014) no. 3, pp. 819-831
Voir la notice de l'article provenant de la source Heldermann Verlag
[For part I of this article see this journal 21 (2013), Number 1.]\par We address the issue of separating two finite sets in $\mathbb{R}^n $ by means of a suitable revolution cone $$ \Gamma (z,y,s)= \{x \in \mathbb{R}^n :\, s\,\Vert x-z\Vert - y^T(x-z)=0\}. $$ One has to select the aperture coefficient $s$, the axis $y$, and the apex $z$ in such a way as to meet certain optimal separation criteria. The homogeneous case $z=0$ has been treated in Part I of this work. We now discuss the more general case in which the apex of the cone is allowed to move in a certain region. The non-homogeneous case is structurally more involved and leads to challenging nonconvex nonsmooth optimization problems.
Classification :
90C26
Mots-clés : Conical separation, revolution cone, alternating minimization, DC programming, classification
Mots-clés : Conical separation, revolution cone, alternating minimization, DC programming, classification
@article{JCA_2014_21_3_JCA_2014_21_3_a12,
author = {A. Astorino and M. Gaudioso and A. Seeger},
title = {Conic {Separation} of {Finite} {Sets.} {II:} {The} {Non-Homogeneous} {Case}},
journal = {Journal of convex analysis},
pages = {819--831},
publisher = {mathdoc},
volume = {21},
number = {3},
year = {2014},
url = {http://geodesic.mathdoc.fr/item/JCA_2014_21_3_JCA_2014_21_3_a12/}
}
TY - JOUR AU - A. Astorino AU - M. Gaudioso AU - A. Seeger TI - Conic Separation of Finite Sets. II: The Non-Homogeneous Case JO - Journal of convex analysis PY - 2014 SP - 819 EP - 831 VL - 21 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/JCA_2014_21_3_JCA_2014_21_3_a12/ ID - JCA_2014_21_3_JCA_2014_21_3_a12 ER -
%0 Journal Article %A A. Astorino %A M. Gaudioso %A A. Seeger %T Conic Separation of Finite Sets. II: The Non-Homogeneous Case %J Journal of convex analysis %D 2014 %P 819-831 %V 21 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/item/JCA_2014_21_3_JCA_2014_21_3_a12/ %F JCA_2014_21_3_JCA_2014_21_3_a12
A. Astorino; M. Gaudioso; A. Seeger. Conic Separation of Finite Sets. II: The Non-Homogeneous Case. Journal of convex analysis, Tome 21 (2014) no. 3, pp. 819-831. http://geodesic.mathdoc.fr/item/JCA_2014_21_3_JCA_2014_21_3_a12/