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Using Chemoinformatics and Rough Set Rule Induction for HIV Drug Discovery

机译:使用化学信息学和粗糙集规则归纳法进行HIV药物发现

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摘要

This paper presents a computational approach to HIV Drug discovery using rough set based rule induction. Since conventional drug discovery is a time consuming process in which drugs are discovered either by chance or by screening the natural products, alternative methods were required to hasten the process in order to abridge the demand and supply gap. Chemoinformatics, providing novel methodologies to alleviate the problem, helps chemists to make sense of the data, attempting to predict the properties of chemical substances from a sample of data which involves lesser amount of time as compared to discovering new drugs. In this paper we make use of rough based rule induction to compare rule sets from two categories of drug databases; HIV and General. Upon comparison drugs were discovered which shared common properties with HIV drugs. These selected drugs will then be passed for clinical testing.
机译:本文提出了一种使用基于粗糙集的规则归纳法来发现HIV药物的计算方法。由于传统的药物发现是一个耗时的过程,在这种过程中偶然或通过筛选天然产物来发现药物,因此需要其他方法来加快过程以弥合需求和供应缺口。化学信息学为缓解该问题提供了新颖的方法,可帮助化学家理解数据,并试图从数据样本中预测化学物质的性质,与发现新药相比,所需的时间更少。在本文中,我们利用基于粗糙的规则归纳法来比较两类药物数据库中的规则集。艾滋病毒和一般。通过比较发现了与HIV药物具有共同特性的药物。这些选定的药物随后将通过临床测试。

著录项

  • 来源
  • 会议地点 Bangalore(IN);Bangalore(IN)
  • 作者单位

    Issue Date: 9-11 Feb. 2010rnrntOn page(s): rnt205rnttrn- 209rnrnrnLocation: Bangalore, IndiarnrnPrint ISBN: 978-1-4244-6006-9rnrnrnrnttrnDigital Object Identifier: href='http://dx.doi.org/10.1109/ICMLC.2010.49' target='_blank'>10.1109/ICMLC.2010.49 rnrnDate of Current Version: trnrnt2010-05-06 14:33:59.0rnrnt rntt class="body-text">rntname="Abstract">>Abstractrn>This paper presents a computational approach to HIV Drug discovery using rough set based rule induction. Since conventional drug discovery is a time consuming process in which drugs are discovered either by chance or by screening the natural products, alternative methods were required to hasten the process in order to abridge the demand and supply gap. Chemoinformatics,;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动推理、机器学习;
  • 关键词

    Chemoinformatics; HIV; Rough sets rule induction and analysis;

    机译:化学信息学; HIV;粗糙集规则归纳与分析;

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