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A Unified, Adjustable, and Extractable Biological Data Mining-Broker

机译:统一,可调和可提取的生物数据挖掘经纪人

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The document formats of biological data sources typically are more versatile and more complicated than the traditional data sources. It is hard to efficiently retrieve useful information from biological data sources by traditional information retrieval technologies. In this paper, we propose a unified, adjustable, and extractable Biological Data Mining-Broker mechanism. Based on XML methodology, the mechanism provides a federated forum model to overcome the heterogeneities of both form and meaning from those different diverse biological data sources. Furthermore, the mechanism also utilizes the feedback-based direct raw and meaningful extracted cache technique to improve the efficiency and accuracy of the system. The experimental results show that our proposed system has good performance, and it is a good choice for biological data mining process with multiple heterogeneous data sources, different mining applications, and knowledge analysts. It is highly useful for target discovery and bioinformtics research projects.
机译:生物数据源的文档格式通常比传统数据源更通用,更复杂。难以通过传统信息检索技术从生物数据来源中有效地检索有用的信息。在本文中,我们提出了统一,可调节和可提取的生物数据挖掘经纪人机制。基于XML方法,该机制提供了联合论坛模型,克服了这些不同多样化的生物数据源的形式和含义的异质性。此外,该机制还利用基于反馈的直接原始和有意义的提取缓存技术来提高系统的效率和准确性。实验结果表明,我们所提出的系统具有良好的性能,并且具有多种异构数据来源,不同采矿应用和知识分析师的生物数据挖掘过程是一个不错的选择。它对目标发现和生物信息研究项目非常有用。

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