Title
Separation Surfaces through Genetic Programming
Abstract
The aim of this paper is to describe a study for the obtaining, symbolically, of the separation surfaces between clusters of a labelled database. A separation surface is an equation with the form 驴 (x)=0, where 驴 is a function of Rn 驴 R. The calculation of function 驴 is begun by the development of the parametric regression by means of the use of the Genetic Programming. The symbolic regression consists in approximating an unknown function's equation, through knowledge of certain points' coordinates and the value that a function reaches with the same ones. This possibility was propose in [Koza92a] and its advantage in front of the classic statistical regressions is that it is not necessary previously to know the form the function. Once this surface is found, a classifier for the database could be obtained. The technique has been applied to different examples and the results have been very satisfactory.
Year
DOI
Venue
2001
10.1007/3-540-45517-5_47
IEA/AIE
Keywords
DocType
ISBN
dynamic system,classification,dynamical systems,genetic programming
Conference
3-540-42219-6
Citations 
PageRank 
References 
0
0.34
2
Authors
4
Name
Order
Citations
PageRank
José Cristóbal Riquelme Santos131842.86
Raúl Giráldez210510.26
Jesús S. Aguilar-ruiz362559.56
Roberto Ruiz4223.73