Toward the automated analysis of complex diseases in genome-wide association studies using genetic programming

A Sohn, RS Olson, JH Moore - Proceedings of the genetic and …, 2017 - dl.acm.org
Machine learning has been gaining traction in recent years to meet the demand for tools that
can efficiently analyze and make sense of the ever-growing databases of biomedical data in …

Network measures for information extraction in evolutionary algorithms

R Santana, R Armañanzas, C Bielza… - International Journal of …, 2013 - Springer
Problem domain information extraction is a critical issue in many real-world optimization
problems. Increasing the repertoire of techniques available in evolutionary algorithms with …

A comparison of probabilistic-based optimization approaches for vehicle routing problems

R Santana, G Sirbiladze, B Ghvaberidze… - 2017 IEEE Congress …, 2017 - ieeexplore.ieee.org
Estimation of distribution algorithms (EDAs) are evolutionary algorithms that use
probabilistic modeling to lead a more efficient search for optimal solutions. While EDAs have …

[PDF][PDF] Analyzing probabilistic models generated by EDAs for simplified protein folding problems

R Santana, A Mendiburu, JA Lozano - researchgate.net
Estimation of distribution algorithms (EDAs) are optimization methods that construct at each
step a probabilistic graphical model (PGM) of the best evaluated solutions. The model …

[PDF][PDF] Changing conduction delays to maximize the number of polychronous groups with an estimation of distribution algorithm

Spiking network polychronization refers to reproducible time-locked but not synchronous
firing patterns with millisecond precision. There are many factors that influence the number …

An analysis of the use of probabilistic modeling for synaptic connectivity prediction from genomic data

R Santana, A Mendiburu… - 2012 IEEE Congress on …, 2012 - ieeexplore.ieee.org
The identification of the specific genes that influence particular phenotypes is a common
problem in genetic studies. In this paper we address the problem of determining the …