Information retrieval for animal disease surveillance: a pattern-based approach.

S. Valentin, R. Lancelot, M. Roche
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Abstract

Animal diseases-related news articles are richin information useful for risk assessment. In this paper, we explore a method to automatically retrieve sentence-level epidemiological information. Our method is an incremental approach to create and expand patterns at both lexical and syntactic levels. Expert knowledge input are used at different steps of the approach. Distributed vector representations (word embedding) were used to expand the patterns at the lexical level, thus alleviating manual curation. We showed that expert validation was crucial to improve the precision of automatically generated patterns.
动物疾病监测的信息检索:基于模式的方法。
与动物疾病有关的新闻文章提供了对风险评估有用的丰富信息。在本文中,我们探索了一种自动检索句子级流行病学信息的方法。我们的方法是一种增量方法,用于在词法和语法级别上创建和扩展模式。专家知识输入在方法的不同步骤中使用。使用分布式向量表示(词嵌入)在词汇级扩展模式,从而减轻人工管理。研究表明,专家验证对于提高自动生成模式的精度至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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