论文标题
知识库的食品安全出版物的局部分类
Topical Classification of Food Safety Publications with a Knowledge Base
论文作者
论文摘要
大量的科学出版物提出了一个越来越多的挑战,即找到与给定的研究问题相关的人,并根据他们的基础做出明智的决定。没有使用自动工具,这将变得极为困难。在这里,改进的一个可能的领域是根据其主题自动对出版物摘要进行分类。这项工作介绍了一个新颖的知识基础出版物分类器。所提出的方法着重于实现对其他领域的可扩展性和易于适应性。在苛刻的食品安全领域,分类速度和准确性表明是令人满意的。需要进一步开发和评估该方法,因为提出的方法表现出很大的潜力。
The vast body of scientific publications presents an increasing challenge of finding those that are relevant to a given research question, and making informed decisions on their basis. This becomes extremely difficult without the use of automated tools. Here, one possible area for improvement is automatic classification of publication abstracts according to their topic. This work introduces a novel, knowledge base-oriented publication classifier. The proposed method focuses on achieving scalability and easy adaptability to other domains. Classification speed and accuracy are shown to be satisfactory, in the very demanding field of food safety. Further development and evaluation of the method is needed, as the proposed approach shows much potential.