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The impact of non-additive genetic associations on age-related complex diseases
(2021-04-23)
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Article.
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Genome-wide association studies (GWAS) are not fully comprehensive, as current strategies typically test only the additive model, exclude the X chromosome, and use only one reference panel for genotype imputation. We ...
Efficient development of high performance data analytics in Python
(Elsevier, 2020-10)
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Article.
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Our society is generating an increasing amount of data at an unprecedented scale, variety, and speed. This also applies to numerous research areas, such as genomics, high energy physics, and astronomy, for which large-scale ...
A parallel dynamic asynchronous framework for uncertainty quantification by hierarchical Monte Carlo algorithms
(Springer Nature, 2021-09-13)
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Article.
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The necessity of dealing with uncertainties is growing in many different fields of science and engineering. Due to the constant development of computational capabilities, current solvers must satisfy both statistical ...
AutoParallel: Automatic parallelisation and distributed execution of affine loop nests in Python
(Sage, 2020)
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Article.
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The last improvements in programming languages and models have focused on simplicity and abstraction; leading Python to the top of the list of the programming languages. However, there is still room for improvement when ...
Executing linear algebra kernels in heterogeneous distributed infrastructures with PyCOMPSs
(EDP Open, 2018-10-24)
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Article.
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Python is a popular programming language due to the simplicity of its syntax, while still achieving a good performance even being an interpreted language. The adoption from multiple scientific communities has evolved in ...