Memorias de investigación
Research Publications in journals:
Multidimensional statistical analysis of the parameterization of a genetic algorithm for the optimal ordering of tables
Year:2010

Research Areas
  • Artificial intelligence

Information
Abstract
The optimal table row and column ordering can reveal useful patterns to improve reading and interpretation. Recently, genetic algorithms using standard crossover and mutation operators have been proposed to tackle this problem. In this paper, we carry out an experimental study that adds to this genetic algorithm crossover and mutation operators specially designed to deal with permutations and includes other parameters (initialization, replacement policy, mutation and crossover rates and stopping criteria) not examined in previous works. A proper analysis of the results must take into account all the parameters simultaneously, since the wrong conclusions can be drawn by studying each separately from the others. This is why we propose a framework for a multidimensional analysis of the results. This includes multiple hypothesis testing and a regression tree that builds a parsimonious and predictive model of the suitable configurations of the parameters.
International
Si
JCR
Si
Title
EXPERT SYSTEMS WITH APPLICATIONS
ISBN
0957-4174
Impact factor JCR
2,908
Impact info
Volume
37
10.1016/j.eswa.2009.05.088
Journal number
1
From page
804
To page
815
Month
ENERO
Ranking
Participants

Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: COMPUTATIONAL INTELLIGENCE GROUP
  • Centro o Instituto I+D+i: Centro de tecnología Biomédica CTB