Practical Computational Reproducibility in the Life Sciences
نویسندگان
چکیده
منابع مشابه
Case Studies and Challenges in Reproducibility in the Computational Sciences
This paper investigates the reproducibility of computational science research and identifies key challenges facing the community today. It is the result of the First Summer School on Experimental Methodology in Computational Science Research. First, we consider how to reproduce experiments that involve human subjects, and in particular how to deal with different ethics requirements at different...
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With the development of new experimental technologies, biologists are faced with an avalanche of data to be computationally analyzed for scientific advancements and discoveries to emerge. Faced with the complexity of analysis pipelines, the large number of computational tools, and the enormous amount of data to manage, there is compelling evidence that many if not most scientific discoveries wi...
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Computational intelligence generally comprises a rather large set of – in a wider sense – adaptive and human-like data analysis and modelling methods. Due to some superior features – such as generalisation, trainability, coping with incomplete and inconsistent data, etc. – computational intelligence has found its way into numerous applications in almost all scientific disciplines. A very promin...
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Computing systems are rapidly changing with multicore, graphics processing units (GPUs), clusters, volunteer systems, clouds, and grids offering a confusing dazzling array of opportunities. New programming paradigms such as Google MapReduce and many-task computing have joined the traditional repertoire of workflow and parallel computing for the highest performance systems. Meanwhile, the life s...
متن کاملEmerging Computational Methods for the Life Sciences Workshop Special Issue
were all enhanced over the conference versions and separately reviewed. I would like to thank Ian Foster and Geoffrey Fox for their help putting this special issue together.
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ژورنال
عنوان ژورنال: Cell Systems
سال: 2018
ISSN: 2405-4712
DOI: 10.1016/j.cels.2018.03.014