Advances in Computer Science and Engineering by Matthias Schmidt

By Matthias Schmidt

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1995) Applying logic grammars to induce sub-functions in genetic programming, Proceedings of 1995 IEEE International Conference on Evolutionary Computation (ICEC 95), pp. 737-740, ISBN 0-7803-2759-4, Perth, Australia, November 1995, IEEE Press Zend Technologies (2010). y 3 Application of Computer Algebra into the Analysis of a Malaria Model using MAPLE™ Davinson Castaño Cano EAFIT University Colombia 1. Introduction At the moment, we are at the edge of a possible biological trouble. Some people say that the 19th century was the century of chemistry, the 20th was the century of physics, and they say that the 21st will be the century of biology.

The input for this function is one integer number; output is absolute value of that number. The following set of training patterns was used: P = {(−3, 3); (43, 43); (3, 3); (123, 123); (−345, 345); (−8, 8); (−11, 11); (0, 0)}. Fitness function is implemented so that for each pattern it assigns points according to achieved result (result is assigned, result is number, result is not negative, result is equal to training value). Sum of the points then represents the achieved fitness. Following are two selected examples of generated functions: function absge($a) { $result = null; $result = $a; if (($a) <= (((-(-((-($result)) + ((-($a)) - (1))))) - (-1)) - (0))) { $result = -($result); } return $result; } function absge($a) { $result = null; $result = -($a); if ((-($result)) >= (1)) { $result = $a; }; return $result; } While the result looks unintelligible, it must be noted that this piece of source code is correct algorithm.

1992). Genetic Programming: On the Programming of Computers by Means of Natural Selection, The MIT Press, ISBN 978-0262111706, Cambridge, Massachusetts, USA Koza, J. R. (1994). Gene Duplication to Enable Genetic Programming to Concurrently Evolve Both the Architecture and Work-Performing Steps of a Computer Program, IJCAI- Automatic Generation of Programs 35 95 – Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, Vol. 1, pp. R. et al (2003). Genetic Programming IV: Routine Human-Competitive Machine Intelligence.

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