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Exploration of RNA Editing and Design of Robust Genetic Algorithms | | C. Huang
; L.M. Rocha
; | | Date: |
9 Sep 2003 | | Subject: | Neural and Evolutionary Computing; Artificial Intelligence; Adaptation and Self-Organizing Systems; Genomics ACM-class: I.2 | cs.NE cs.AI nlin.AO q-bio.GN | | Abstract: | This paper presents our computational methodology using Genetic Algorithms (GA) for exploring the nature of RNA editing. These models are constructed using several genetic editing characteristics that are gleaned from the RNA editing system as observed in several organisms. We have expanded the traditional Genetic Algorithm with artificial editing mechanisms as proposed by (Rocha, 1997). The incorporation of editing mechanisms provides a means for artificial agents with genetic descriptions to gain greater phenotypic plasticity, which may be environmentally regulated. Our first implementations of these ideas have shed some light into the evolutionary implications of RNA editing. Based on these understandings, we demonstrate how to select proper RNA editors for designing more robust GAs, and the results will show promising applications to real-world problems. We expect that the framework proposed will both facilitate determining the evolutionary role of RNA editing in biology, and advance the current state of research in Genetic Algorithms. | | Source: | arXiv, cs.NE/0309012 | | Services: | Forum | Review | PDF | Favorites | |
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