A Critical Examination of Complex Network File Formats for Bioinformatics Data Sources

A. Ghaffar, M. Niazi, F. Mustafa
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Abstract

Recent work has demonstrated the effectiveness of using complex networks for studying complex biological interactions. The process often involves conversion of biological data such as gene expressions or biochemical interactions into one of numerous complex network file formats. However, the exact selection of an appropriate file format for a particular dataset often poses a non-trivial decision problem, biologists are non-specialist end-users and find it difficult to select a particular format for data storage and conversion. In this paper, we propose a solution to this problem of the selection of a suitable network format by means of a critical evaluation based on performance analysis of empirical experiments on biological data sets of different sizes. Experimental results substantiate the hypothesis of being extra careful in the selection of a suitable complex network format based primarily on the size of the biological dataset.
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生物信息学数据源的复杂网络文件格式的关键检查
最近的工作已经证明了使用复杂网络来研究复杂生物相互作用的有效性。该过程通常涉及将生物数据(如基因表达或生化相互作用)转换为众多复杂网络文件格式中的一种。然而,为特定数据集选择合适的文件格式通常会带来一个重要的决策问题,生物学家是非专业的最终用户,很难为数据存储和转换选择特定的格式。在本文中,我们通过对不同规模的生物数据集的经验实验进行性能分析,提出了一种基于关键评估的方法来解决选择合适网络格式的问题。实验结果证实了在主要基于生物数据集的大小选择合适的复杂网络格式时要格外小心的假设。
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