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- research-articleJuly 2014
Generating structured test data with specific properties using nested Monte-Carlo search
GECCO '14: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary ComputationPages 1279–1286https://doi.org/10.1145/2576768.2598339Software acting on complex data structures can be challenging to test: it is difficult to generate diverse test data that satisfies structural constraints while simultaneously exhibiting properties, such as a particular size, that the test engineer ...
- research-articleJuly 2014
Lithology discrimination using seismic elastic attributes: a genetic fuzzy classifier approach
- Eric da Silva Praxedes,
- Adriano Soares Koshiyama,
- Elita Selmara Abreu,
- Douglas Mota Dias,
- Marley Maria Bernardes Rebuzzi Vellasco,
- Marco Aurélio Cavalcanti Pacheco
GECCO '14: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary ComputationPages 1151–1158https://doi.org/10.1145/2576768.2598319One of the most important issues in oil \& gas industry is the lithological identification. Lithology is the macroscopic description of the physical characteristics of a rock. This work proposes a new methodology for lithological discrimination, using ...
- research-articleJuly 2014
Model-optimal optimization by solving bellman equations
GECCO '14: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary ComputationPages 1407–1414https://doi.org/10.1145/2576768.2598306This paper analytically identifies the points chosen by the best black-box optimization methods, measured by assigning values to the history of points examined by stochastic optimization methods applied to randomly chosen but static (single) objective ...
- research-articleJuly 2014
Quantum inspired genetic algorithm for community structure detection in social networks
GECCO '14: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary ComputationPages 1119–1126https://doi.org/10.1145/2576768.2598277Community detection is a key problem in social network analysis. We propose a two-phase algorithm for detecting community structure in social networks. First phase employs a local-search method to group together nodes that have a high chance of falling ...
- research-articleJuly 2014
Evolutionary algorithms for classification of malware families through different network behaviors
GECCO '14: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary ComputationPages 1167–1174https://doi.org/10.1145/2576768.2598238The staggering increase of malware families and their diversity poses a significant threat and creates a compelling need for automatic classification techniques. In this paper, we first analyze the role of network behavior as a powerful technique to ...
- research-articleJuly 2014
Evolving multimodal behavior with modular neural networks in Ms. Pac-Man
GECCO '14: Proceedings of the 2014 Annual Conference on Genetic and Evolutionary ComputationPages 325–332https://doi.org/10.1145/2576768.2598234Ms. Pac-Man is a challenging video game in which multiple modes of behavior are required to succeed: Ms. Pac-Man must escape ghosts when they are threats, and catch them when they are edible, in addition to eating all pills in each level. Past ...