Structured Design

Get Genetic Programming: 17th European Conference, EuroGP 2014, PDF

By Miguel Nicolau, Krzysztof Krawiec, Malcolm I. Heywood, Mauro Castelli, Pablo García-Sánchez, Juan J. Merelo, Victor Manuel Rivas Santos, Kevin Sim

ISBN-10: 3662443023

ISBN-13: 9783662443026

ISBN-10: 3662443031

ISBN-13: 9783662443033

The publication constitutes the refereed lawsuits of the seventeenth ecu convention on Genetic Programming, Euro GP 2014, held in Grenada, Spain, in April 2014 co-located with the Evo*2014 occasions, Evo BIO, Evo COP, Evo MUSART and Evo Applications.

The 15 revised complete papers awarded including five poster papers have been rigorously reviewed and chosen shape forty submissions. the wide variety of subject matters during this quantity displays the present country of analysis within the box. hence, we see issues as varied as search-based software program engineering, photograph research, dynamical platforms, evolutionary robotics and operational study to the principles of seek as characterised via semantic version operators.

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[. .. ]I have at the least half either volumes, and it fairly turns out to me that there are genuine difficulties the following with the exposition. permit me see if i will elaborate.

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We build an emblem desk that's made from an ordered array of keys, other than that we maintain in that array now not the most important, yet an index into the textual content string that issues to the 1st personality of the key.

Consider that there are attainable conflicting meanings of the sentence fragment :

. .. an index into the textual content string that issues to the 1st personality of the key.

In the 1st that means, there's an index that issues to the 1st personality of a string which string has the valuables that it, in its flip "points to the 1st personality of the key". (a String is engaged in pointing and so within the index. )

In the second one that means, there's an index that issues (into) a textual content string and actually that index issues into the 1st personality of that textual content string, and that first personality the index is pointing to, good, that's the additionally first personality of the foremost. (only the index is pointing; the string pointeth now not. )

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Additional info for Genetic Programming: 17th European Conference, EuroGP 2014, Granada, Spain, April 23-25, 2014, Revised Selected Papers

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Global Research Center. E. References 1. : Accelerating genetic programming through graphics processing units. In: Genetic Programming Theory and Practice VI. Genetic and Evolutionary Computation, pp. 1–19. Springer US (2009) 2. : The million song dataset. In: Proceedings of the 12th International Conference on Music Information Retrieval, ISMIR 2011 (2011) 3. : A data parallel approach to genetic programming using programmable graphics hardware. In: Proceedings of the 9th Annual GECCO Conference, GECCO 2007, pp.

The following experiments consider the same dataset, first noise-free, then with absolute and relative noise of different magnitude added to the original data. 1 Noise-Free Data In the simplest scenario, we use datasets with no noise added. The first run, with data regularly sampled, returns 20 candidate solutions for F and 20 candidate solutions for G. Each equation is transformed into an ODE, following our proposed approach. The resulting 400 systems are then pruned of degenerate solutions, that is, solutions that converge towards a point in the x, y plane (see Figure 4 for an example).

A weight. 2. The result of ∂f ∂v is used to select the crossing point of the second parent. 3. The two points are used to perform a traditional subtree crossover. The results illustrate, that GP enhanced with the proposed semantic crossover statistically outperforms a GP with traditional crossover on 1,100 rational functions used as testbed. The current paper is organized as follows. Section 2 presents our novel semantic crossover. Section 3 describes the procedure used to generate the symbolic regression problems and the GP systems used to illustrate the effectiveness of our approach.

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Genetic Programming: 17th European Conference, EuroGP 2014, Granada, Spain, April 23-25, 2014, Revised Selected Papers by Miguel Nicolau, Krzysztof Krawiec, Malcolm I. Heywood, Mauro Castelli, Pablo García-Sánchez, Juan J. Merelo, Victor Manuel Rivas Santos, Kevin Sim


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